555 courses found
Preparing for the Microsoft Azure AI Fundamentals (AI-901) Certification
Microsoft Learn
Entry-level AI certification study guide covering Azure AI services, machine learning concepts, and responsible AI for the AI-901 exam.
Preparing for the Azure AI Apps and Agents Developer Associate (AI-103) Certification
Microsoft Learn
Study path for the AI-103 Azure AI Apps and Agents Developer Associate certification — building AI agents, Copilot extensions, and AI-powered applications.
FREE AI Training from Microsoft via AI Skills Navigator
Microsoft Learn
Explore Microsoft's AI Skills Navigator — a free platform offering AI training paths from fundamentals to advanced topics including Copilot, Azure AI, and OpenAI.
50 Official Microsoft Courses You Can Watch for FREE
Microsoft Learn
A curated collection of 50 official Microsoft video courses available for free, covering Azure, AI, security, DevOps, and more.
Microsoft Fabric Analytics Engineer Professional Certificate
Coursera
Comprehensive Coursera professional certificate aligned with DP-600 exam topics. Covers data ingestion, transformation, modeling, and visualization in Microsoft Fabric. Self-paced.
Microsoft Identity and Access Administrator Associate (SC-300) Cert Prep by Microsoft Press
LinkedIn Learning
Official Microsoft Press cert prep for SC-300. Covers planning and implementing identities, authentication, access management, identity governance, and conditional access with Entra ID. ~7 hours.
Exam Prep AZ-305: Microsoft Azure Solutions Architect Expert Specialization
Coursera
Comprehensive Coursera specialization covering identity, governance, monitoring, data, compute, applications, migration, and business continuity for the AZ-305 exam. Multi-course series.
Microsoft Azure Solutions Architect Expert (AZ-305) Cert Prep by Microsoft Press
LinkedIn Learning
Official Microsoft Press cert prep covering all AZ-305 exam objectives: identity, governance, monitoring, data storage, infrastructure, and business continuity. ~9 hours. Advanced level.
Microsoft Agentic AI Business Solutions Architect (AB-100) Cert Prep by Microsoft Press
LinkedIn Learning
Official Microsoft Press cert prep for AB-100. Covers aligning AI solutions with business goals, designing secure cross-platform systems, and architecting agentic AI business solutions.
Copilot Studio
Coursera
Coursera course on designing intelligent agents using Microsoft Copilot Studio. Covers low-code platform mastery, from basic agents to advanced conversational AI patterns.
Microsoft AI Transformation Leader Professional Certificate
Coursera
Executive-level Coursera professional certificate equipping senior leaders to design, launch, and scale enterprise AI transformation with Microsoft 365 Copilot, Azure AI, and Microsoft Foundry.
Generative AI for Business Leaders (2025)
LinkedIn Learning
Executive-level course by Tomer Cohen on leading AI transformation, building AI strategy, and driving organizational change with generative AI. ~1h 17m. Highly rated (13.9K+ likes).
Microsoft AI Business Professional Professional Certificate
Coursera
Comprehensive Coursera professional certificate preparing learners for Microsoft Exam AB-730. Covers business analyst, project lead, and operations manager AI workflows. Self-paced.
Architecting agentic AI business solutions (AB-100T00)
Microsoft Learn
Official Microsoft advanced course for AB-100. For architects, senior consultants, and technical leaders responsible for planning, designing, and governing AI-powered enterprise solutions. Expert-level certification.
Design and build integrated AI agent solutions in Copilot Studio (AB-620T00)
Microsoft Learn
Official Microsoft course for AB-620. Develop and integrate advanced, scalable AI agents using Microsoft Copilot Studio, Power Platform, and enterprise technologies. Intermediate level for professional developers.
Build intelligent applications (AB-410T00)
Microsoft Learn
Official Microsoft course for AB-410. Validates ability to design, build, and implement AI-powered solutions using Microsoft Power Platform with Copilot, low-code tools, and integrated data experiences. Intermediate level.
Drive AI transformation in your organization (AB-731T00)
Microsoft Learn
Official Microsoft instructor-led course for AB-731. For business decision-makers who guide AI transformation and innovation with Microsoft 365 Copilot, Azure AI, and Microsoft Foundry. No coding skills required.
Transform business workflows with generative AI (AB-730T00)
Microsoft Learn
Official Microsoft instructor-led course for AB-730. Learn to confidently integrate generative AI and Microsoft 365 Copilot into daily business workflows. No coding required. Includes learning path: Enhance business workflows with AI (4hr 30min, 4 modules).
Hugging Face Channel - AI Community & Open Science
YouTube
Hugging Face official YouTube channel. The platform where the AI community collaborates on models, datasets, research papers, and applications. Open science and open-source content.

Hugging Face Tutorial for Beginners
YouTube
Prof. Ryan Ahmed channel. 200K views. Complete beginner's guide to Hugging Face — transformers, models, datasets, and the HF Hub ecosystem explained from scratch.
Hugging Face Agents Course
Hugging Face
Free Hugging Face course. Learn to build and deploy your own AI agents. Covers agent architectures, tool use, multi-agent systems, and deployment with the HF ecosystem.
Hugging Face Deep RL Course
Hugging Face
Free Hugging Face course. Learn deep reinforcement learning from fundamentals to advanced algorithms using libraries from the HF ecosystem. Covers PPO, DQN, A2C, and more.
Hugging Face LLM Course (NLP)
Hugging Face
Free Hugging Face course. Learn about large language models and NLP using Transformers, Datasets, Tokenizers, and Accelerate from the Hugging Face ecosystem. Completely free, no ads.
Building LLMs with NVIDIA NeMo and TensorRT-LLM
NVIDIA DLI
NVIDIA DLI course. Build and optimize large language models with NVIDIA NeMo and TensorRT-LLM. Covers training, fine-tuning, and inference optimization.
Deploying AI Models with NVIDIA Triton Inference Server
NVIDIA DLI
NVIDIA DLI course. Deploy AI models at scale with NVIDIA Triton Inference Server. Learn model repositories, dynamic batching, and multi-model serving.
Building Agentic AI Applications with LLMs
NVIDIA DLI
NVIDIA DLI instructor-led course. Build production agentic AI applications with LLMs. Covers multi-agent systems, tool use, and deployment patterns.
Accelerate Data Science Workflows with Zero Code Changes (RAPIDS)
NVIDIA DLI
Free NVIDIA DLI course. Accelerate pandas, scikit-learn, and NetworkX workflows with RAPIDS (cuDF, cuML, cuGraph) — zero code changes required.
Generative AI Explained
NVIDIA DLI
Free NVIDIA DLI course. No-code introduction to generative AI. Understand how generative models work, their applications, and business impact.
Building RAG Agents with LLMs
NVIDIA DLI
Free NVIDIA DLI course. Build Retrieval-Augmented Generation (RAG) agents using large language models. Learn vector databases, embeddings, and agent orchestration.
Getting Started with Accelerated Computing in Modern CUDA C++
NVIDIA DLI
Free NVIDIA DLI course. Modern CUDA C++ for accelerated computing. Learn to write, compile, and run CUDA C++ programs for GPU acceleration.
Fundamentals of Accelerated Computing with CUDA Python
NVIDIA DLI
Free NVIDIA DLI course. Learn CUDA Python fundamentals for accelerating computing workloads. Hands-on training with Numba, CUDA kernels, and GPU programming.

3Blue1Brown - Transformers in GPT (Attention in Transformers)
YouTube
3Blue1Brown channel. 2M views. Visual explanation of attention mechanisms in transformers — the architecture powering GPT, ChatGPT, and modern language models.

3Blue1Brown - Gradient Descent: How Neural Networks Learn
YouTube
3Blue1Brown channel. 5M views. Visual explanation of gradient descent, backpropagation, and how neural networks learn from data. Essential for understanding ML training.

3Blue1Brown - But what is a neural network?
YouTube
3Blue1Brown channel. 18M views. Visual and intuitive mathematical walkthrough of deep learning foundations and multilayer perceptrons. The definitive intro to neural networks.
Anthropic - AI Safety and Alignment
YouTube
Anthropic channel. 200K subscribers. Research, safety, and AI alignment discussions from the makers of Claude. Building reliable, interpretable, and steerable AI systems.
OpenAI - Research and Demos
YouTube
OpenAI channel. 300K subscribers. Research talks, product demos, and discussions about GPT models, AGI, and the future of artificial intelligence.
Google DeepMind - Research Talks
YouTube
Google DeepMind channel. 500K subscribers. Official research talks, AI breakthroughs, AlphaGo, Gemini, and the latest advances from one of the world's leading AI labs.
AI Explained - Frontier Model Analysis
YouTube
Philip Bishop channel. 200K subscribers. Deep technical analysis of frontier AI models, AGI timelines, and the path to artificial general intelligence.
Two Minute Papers - Best of AI Research
YouTube
Károly Zsolnai-Fehér channel. 1.5M subscribers. Bite-sized 2-minute episodes covering the latest AI research papers, deep learning breakthroughs, and computer graphics.

But what is a GPT? Vision transformers, ChatGPT, and more
YouTube
3Blue1Brown channel. 1.5M views. Visual and intuitive explanation of GPT models, vision transformers, and how ChatGPT works under the hood.

Neural Networks: Zero to Hero - Full Course
YouTube
Andrej Karpathy channel. 500K views. Complete neural networks course building from backpropagation to modern transformer architectures, all from scratch.

Intro to Large Language Models (LLMs)
YouTube
Andrej Karpathy channel. 1.5M views. Comprehensive introduction to LLMs covering tokenization, training, fine-tuning, and the future of language models.

The State of GPT | Andrej Karpathy
YouTube
Andrej Karpathy channel. 800K views. Deep dive into the state of GPT models, training, capabilities, and limitations from one of the field's pioneers.

Let's build GPT: from scratch, in code, spelled out
YouTube
Andrej Karpathy channel. 2.5M views. Build GPT from scratch in Python, covering attention, transformers, and language model training with full code walkthrough.
AWS Full Course - Cloud Computing for Beginners
YouTube
Edureka channel. 1.5M views. Complete AWS course covering EC2, S3, RDS, Lambda, IAM, and core cloud services for ML infrastructure.
System Design Concepts Course and Interview Prep
YouTube
ByteByteGo channel. 800K views. System design concepts course covering scalability, load balancing, caching, databases, and distributed systems.
MLOps Course - Build Machine Learning Production Grade Projects
YouTube
freeCodeCamp channel. 100K views. Complete MLOps course covering model deployment, monitoring, CI/CD for ML, and production best practices.
Docker Full Course - From Beginner to Expert
YouTube
TechWorld with Nana channel. 800K views. Complete Docker course covering containers, images, compose, networking, and production deployment.
Complete Kubernetes Course - From BEGINNER to PRO
YouTube
TechWorld with Nana channel. 1.2M views. Complete Kubernetes course covering pods, deployments, services, ingress, and production best practices.
Data Structures and Algorithms Full Course
YouTube
freeCodeCamp channel. 2.1M views. Complete DSA course covering arrays, linked lists, trees, graphs, sorting, and dynamic programming.
Data Engineering Full Course - Learn Data Engineering
YouTube
Edureka channel. 150K views. Complete data engineering course covering ETL pipelines, data warehousing, and big data technologies.
Data Analysis with Python - Full Course for Beginners
YouTube
freeCodeCamp channel. 1.2M views. Complete data analysis course with Python covering Pandas, NumPy, Matplotlib, and real-world datasets.
Prompt Engineering Full Course - From Beginner to Expert
YouTube
freeCodeCamp channel. 300K views. Comprehensive prompt engineering course covering techniques, patterns, and best practices for LLMs.
Learn RAG From Scratch - Python AI Tutorial from a LangChain Engineer
YouTube
LangChain channel. 200K views. Build RAG systems from scratch using Python, covering embeddings, vector stores, and retrieval pipelines.

Mathematics for Machine Learning - Linear Algebra
YouTube
3Blue1Brown channel. 1.8M views. Visual and intuitive introduction to linear algebra essential for understanding ML algorithms.

SQL Tutorial - Full Database Course for Beginners
YouTube
freeCodeCamp channel. 4.8M views. Complete SQL tutorial covering queries, joins, aggregations, and database design fundamentals.

Python Full Course for Beginners - Build a Project
YouTube
Bro Code channel. 2.4M views. Complete Python tutorial covering basics to advanced concepts with a hands-on project.
Preparing for the Designing Microsoft Azure Infrastructure Solutions (AZ-305) Certification
Microsoft Learn
Expert-level study resources for the AZ-305 Azure Solutions Architect Expert certification — infrastructure design, migration, and governance.
Preparing for the Security, Compliance, and Identity Fundamentals (SC-900) Certification
Microsoft Learn
Fundamentals-level study resources for the SC-900 certification covering security, compliance, and identity concepts on Microsoft's platform.
FREE Microsoft Certification Practice Assessments (AZ-900, AZ-104, SC-300 and more)
Microsoft Learn
Free practice assessments for multiple Microsoft certifications — AZ-900, AZ-104, SC-300, and more — to test your readiness before the exam.
Azure Course Blueprints
Microsoft Learn
Structured Azure course blueprints — ready-to-use learning plans and curriculum guides for Azure certifications and skills.
Want to Become a Microsoft Certified Trainer (MCT)?
Microsoft Learn
Everything you need to know about becoming a Microsoft Certified Trainer — requirements, application process, and benefits of the MCT program.
FREE Active Directory and Entra ID Hands-On Exams
Microsoft Learn
Practical lab exams covering Active Directory Domain Services, Entra ID, hybrid identity, and access management scenarios.
FREE Microsoft Identity & Access Administrator (SC-300) Learning Resources
Microsoft Learn
Study resources for the SC-300 Identity and Access Administrator Associate certification — Entra ID, conditional access, and identity governance.
FREE AI Hands-On Exams
Microsoft Learn
Hands-on AI lab exams covering Azure AI services, OpenAI integration, Copilot development, and responsible AI practices.
FREE Security Hands-On Exams
Microsoft Learn
Practical security lab exams covering threat protection, identity security, and compliance scenarios on Microsoft's security platform.
FREE Microsoft DevOps Solutions (AZ-400) Learning Resources
Microsoft Learn
Complete study materials for the AZ-400 DevOps Solutions Engineer Expert certification — CI/CD, infrastructure as code, and continuous delivery.
FREE Azure Networking Learning Resources
Microsoft Learn
Deep dive into Azure networking — virtual networks, load balancing, DNS, hybrid connectivity, and network security groups.
FREE Power Platform Hands-On Exams
Microsoft Learn
Hands-on practical exams for the Microsoft Power Platform, covering app building, automation, and data analysis scenarios.
FREE GitHub & DevOps Hands-On Exams
Microsoft Learn
Practical hands-on lab exams covering GitHub Actions, CI/CD pipelines, and DevOps practices on Microsoft's platform.
FREE Azure Learning Resources + 50% Off the Fundamentals Exam
Microsoft Learn
Comprehensive Azure fundamentals learning resources with a 50% discount voucher for the AZ-900 certification exam.
FREE Microsoft Power Platform Fundamentals (PL-900) Learning Resources
Microsoft Learn
Learn the fundamentals of the Microsoft Power Platform — Power BI, Power Apps, Power Automate, and Power Virtual Agents — for the PL-900 certification.
Preparing for the Microsoft Cybersecurity Architect (SC-100) Certification
Microsoft Learn
Study resources for the SC-100 Cybersecurity Architect Expert certification, covering Zero Trust, security operations, and cloud security architecture.
Preparing for the Microsoft Azure Administrator (AZ-104) Certification
Microsoft Learn
Complete learning path for the AZ-104 Azure Administrator Associate certification, covering virtual networking, identity, governance, and storage.
NVIDIA cuOpt: AI-Powered Route Optimization
NVIDIA DLI
Solve complex vehicle routing and fleet optimization problems with NVIDIA cuOpt.
NVIDIA Isaac: Robotics and Autonomous Systems
NVIDIA DLI
Build AI-powered robotics and autonomous systems with NVIDIA Isaac platform.
NVIDIA Morpheus: Cybersecurity AI
NVIDIA DLI
Detect cybersecurity threats with NVIDIA Morpheus — AI-powered security analytics at scale.
NVIDIA Metropolis: AI for Smart Cities
NVIDIA DLI
Build AI-powered smart city applications with NVIDIA Metropolis — traffic, safety, and operations.
NVIDIA DeepStream: Video Analytics and Computer Vision
NVIDIA DLI
Build real-time video analytics pipelines with NVIDIA DeepStream SDK for computer vision.
NVIDIA Merlin: Building Recommender Systems at Scale
NVIDIA DLI
Build large-scale recommender systems with NVIDIA Merlin — from feature engineering to deployment.
NVIDIA Clara: AI for Healthcare and Medical Imaging
NVIDIA DLI
Apply AI to healthcare — medical imaging, genomics, and drug discovery with NVIDIA Clara.
NVIDIA TensorRT: High-Performance Deep Learning Inference
NVIDIA DLI
Optimize and deploy high-performance deep learning inference with NVIDIA TensorRT.
NVIDIA NeMo: Building Conversational AI Systems
NVIDIA DLI
Build conversational AI, speech recognition, and NLP models with NVIDIA NeMo framework.
NVIDIA AI Enterprise: Getting Started
NVIDIA DLI
Get started with NVIDIA AI Enterprise — the cloud-native software suite for AI and analytics.
AMD Alveo: AI Acceleration Cards
AMD
Deploy AI inference workloads with AMD Alveo accelerator cards for data center applications.
AMD AI Engine: Introduction to Adaptive Computing
AMD
Overview of AMD's adaptive computing solutions for AI — FPGAs, AI Engines, and adaptive SoCs.
AMD ROCm: Profiling and Optimization Tools
AMD
Profile and optimize AI workloads on AMD GPUs with ROCm profiling tools.
AMD ROCm: Multi-GPU Training with Distributed Compute
AMD
Scale AI training across multiple AMD GPUs with distributed computing on ROCm.
AMD ROCm: Mixed Precision Training
AMD
Accelerate deep learning training with mixed precision on AMD ROCm GPUs.
AMD Instinct MI300: AI Training and Inference Guide
AMD
Comprehensive guide to AI training and inference on AMD Instinct MI300X — architecture and optimization.
AMD ROCm: TensorFlow on AMD GPUs
AMD
Install and configure TensorFlow with AMD ROCm for ML model training on AMD accelerators.
AMD ROCm: PyTorch on AMD GPUs
AMD
Set up and use PyTorch with AMD ROCm for deep learning on AMD GPUs.
AMD Instinct: Accelerating AI Workloads
AMD
Learn to accelerate AI training and inference workloads with AMD Instinct MI300 accelerators.
AMD ROCm: Getting Started with GPU Computing
AMD
Introduction to AMD ROCm — the open-source platform for GPU computing and AI on AMD Instinct accelerators.
Google Cloud Document AI: Intelligent Document Processing
Google Cloud
Build intelligent document processing pipelines with Google Cloud Document AI.
Google Cloud AI Fundamentals: Introduction to AI and ML
Google Cloud Skills Boost
Google Cloud's introduction to AI and ML — concepts, terminology, and Google Cloud AI services.
Google People + AI Guide for Product Teams
Google AI Education
Google's PAIR guide for human-centered AI product design — UX, ethics, and user research.
Google Cloud Natural Language Processing
Google Cloud
Use Google Cloud Natural Language API for entity analysis, sentiment, and content classification.
Google Responsible AI Toolkit
Google Cloud
Google's toolkit for building responsible AI — fairness, interpretability, privacy, and safety.
Google AI: Sequence Models and RNNs
Google AI Education
Master sequence models — RNNs, LSTMs, and attention mechanisms for NLP and time series.
Google AI: Computer Vision with TensorFlow
Google AI Education
Practical computer vision with TensorFlow — CNNs, image classification, and object detection.
TensorFlow Extended (TFX) for Production ML
Learn TFX — Google's end-to-end platform for deploying production ML pipelines.
Google ML Academy: Production ML Systems
Google AI Education
Google's guide to building production ML pipelines and systems at scale.
TensorFlow: Custom Models and Distributed Training
Build custom TensorFlow models with custom layers, loss functions, and distributed training.
Gemini API: Building with Google's Multimodal LLM
Get started with Google's Gemini API for text, image, video, and code generation.
Vertex AI: Generative AI on Google Cloud
Google Cloud Skills Boost
Build generative AI applications with Vertex AI — Gemini, PaLM, and model garden.
Vertex AI: Building and Deploying ML Models on Google Cloud
Google Cloud Skills Boost
Master Google Cloud Vertex AI for end-to-end ML — training, deployment, and MLOps.
TensorFlow: Advanced Techniques
Advanced TensorFlow specialization — custom models, distributed training, and model deployment.
Google Machine Learning Crash Course
Google AI Education
Google's flagship ML course — practical introduction to machine learning with TensorFlow.
Deploying ML Models with Amazon SageMaker Endpoints
AWS Skill Builder
Production ML deployment with SageMaker endpoints — real-time, batch, and async inference.
AWS AI Services: Building Intelligent Applications
AWS Skill Builder
Overview of AWS AI services — Lex, Polly, Transcribe, Translate, and more for building intelligent apps.
Amazon Titan Foundation Models on Bedrock
AWS Skill Builder
Explore Amazon's Titan family of foundation models for text, image, and embeddings on Bedrock.
AWS DeepRacer: Reinforcement Learning
AWS Skill Builder
Learn reinforcement learning by training autonomous racing models with AWS DeepRacer.
Amazon Rekognition: Computer Vision on AWS
AWS Skill Builder
Build computer vision applications with Amazon Rekognition — image and video analysis.
Amazon Comprehend: NLP on AWS
AWS Skill Builder
Use Amazon Comprehend for natural language processing — entity recognition, sentiment analysis, and topic modeling.
AWS Certified Machine Learning - Specialty Certification Path
AWS Skill Builder
Prepare for the AWS ML Specialty certification — SageMaker, model deployment, and ML operations.
Amazon Q: Generative AI Assistant for Business
AWS Skill Builder
Deploy Amazon Q Business to connect your enterprise data with generative AI capabilities.
Amazon Q Developer: AI Code Assistant
AWS Skill Builder
Use Amazon Q Developer for AI-powered code generation, review, and debugging.
Amazon SageMaker Studio for Data Scientists
AWS Skill Builder
Master SageMaker Studio — the integrated ML development environment on AWS.
Amazon SageMaker: Machine Learning on AWS
AWS Skill Builder
Comprehensive guide to building, training, and deploying ML models with Amazon SageMaker.
AWS Generative AI for Executives
AWS Skill Builder
Executive overview of generative AI on AWS — strategy, use cases, and business value.
Fine-tuning Models on Amazon Bedrock
AWS Skill Builder
Customize foundation models on Amazon Bedrock through fine-tuning for domain-specific tasks.
Building RAG on AWS with Amazon Bedrock
AWS Skill Builder
Implement retrieval-augmented generation using Amazon Bedrock Knowledge Bases with enterprise data.
Amazon Bedrock Getting Started
AWS Skill Builder
Build and scale generative AI applications with foundation models on Amazon Bedrock.
Anthropic Responsible Scaling Policy and AI Safety
Anthropic
Anthropic's framework for responsible AI development and scaling — safety levels, commitments, and governance.
Claude Vision and Multimodal AI
Anthropic
Learn to use Claude's vision capabilities for image analysis, document processing, and multimodal applications.
Anthropic Constitutional AI: Principles and Practices
Anthropic
Deep dive into Anthropic's Constitutional AI approach — training helpful and harmless AI systems.
Building AI Agents with Claude
Anthropic
Anthropic's official guide to building autonomous AI agents with Claude — orchestration, tool use, and multi-step reasoning.
Building RAG Applications with Claude
Anthropic
Anthropic's guide to building retrieval-augmented generation systems with Claude.
Tool Use and Function Calling with Claude
Anthropic
Learn how to enable Claude to use external tools and APIs through function calling.
Anthropic Prompt Engineering Interactive Tutorial
Anthropic
Anthropic's official interactive Jupyter notebook covering prompt engineering techniques for Claude.
Claude Documentation: Getting Started with the Claude API
Anthropic
Official Anthropic guide to building with Claude's API — authentication, messages, streaming, and best practices.
Exam Prep DP-600: Microsoft Fabric Analytics Engineer Associate
Coursera
Focused Coursera course for DP-600 exam prep. Covers key concepts: data ingestion, transformation, modeling, and visualization for designing and deploying scalable end-to-end analytics solutions in Microsoft Fabric.
Building Agentic AI Systems for Tech Leaders
LinkedIn Learning
7-course learning path for tech leaders on agentic AI architectures, frameworks, implementation strategies, and managing agentic AI systems. ~6 hours of content.
Agentic AI Solution Design Patterns
LinkedIn Learning
Deep dive into agentic AI system inner workings and essential design techniques for building effective agents. Covers design patterns, orchestration, and multi-agent coordination.
Agentic AI Architecture Foundations: Designing Autonomous AI Systems
LinkedIn Learning
Visual, easy-to-understand course on agentic AI architecture essentials. Covers autonomous AI system design, agent frameworks, and architectural patterns for multi-agent systems.
Advanced Microsoft 365 Copilot AI: Build & Use Agents
Coursera
Advanced Coursera course on creating custom agents in Copilot Studio, applying responsible AI principles, and deploying agents in real workplace scenarios. Covers agentic workflows and governance.
Building in Microsoft Copilot Studio
LinkedIn Learning
Comprehensive course on building AI agents in Microsoft Copilot Studio. Covers low-code agent creation, knowledge sources, generative AI responses, and publishing workflows.
Microsoft Power BI and Power Platform for Productivity
Coursera
Coursera specialization covering advanced data analysis with Excel and Power BI, dashboard design, and Power Platform solution development. 3-course series.
Introduction to Microsoft Power Platform
Coursera
Foundational Coursera course covering the Power Platform ecosystem: Power Apps, Power Automate, Power BI, and Copilot Studio. First course in the PL-900 Fundamentals specialization.
Building in Microsoft Copilot Studio
LinkedIn Learning
Hands-on course covering Microsoft Copilot Studio's low-code platform for creating AI-powered agents. Covers topics, knowledge sources, generative AI features, and publishing.
AI Strategy and Transformation Planning
Coursera
Part of the Microsoft AI Transformation Leader Professional Certificate. Focuses on building AI strategy, transformation planning, and business case development for AI initiatives.
Career Essentials in Generative AI by Microsoft and LinkedIn
LinkedIn Learning
5-course learning path from Microsoft and LinkedIn covering core generative AI concepts, Copilot workflow automation, and practical AI applications for business professionals. ~4 hours.
Microsoft AI Business Professional (AB-730) Cert Prep by Microsoft Press
LinkedIn Learning
Official Microsoft Press cert prep course covering all AB-730 exam objectives with practical exercises. Includes practice questions and exam strategies. ~6 hours of content.

AB-100 | Architecting Agentic AI Business Solutions — Course Preview
YouTube
Course preview for AB-100: Architecting Agentic AI Business Solutions — discover the features, benefits, and topics covered in the full certification course for the Agentic AI Business Solutions Architect exam.

AB-100: Architecting Agentic AI Business Solutions (Full Playlist)
YouTube
Complete AB-100 course playlist — learn how to architect enterprise AI solutions using agents, copilots, and generative AI technologies across the Microsoft ecosystem. Covers strategy, cost-benefit analysis, security, and compliance.

AI Agent Builder Associate (AB-620) - Full Course - Pass The Exam!
YouTube - Citizen Developer 365
Full AB-620 certification course covering everything needed to pass the Microsoft AI Agent Builder Associate exam — agent design, Copilot Studio, multi-agent solutions, MCP/A2A protocols, and enterprise integration.

Microsoft AB-410: AI-first solutions in Microsoft Power Platform (Full Playlist)
YouTube - DX Labs Global
Complete AB-410 course playlist covering AI-powered business solutions with Power Platform, designing AI-powered solutions, and building intelligent applications. Step-by-step episodes from DX Labs Global.

I Took the NEW AB-410 Exam: Here's What to Expect (2.6K views)
YouTube - Vlad Catrinescu
First-hand AB-410 exam experience walkthrough — covers what the exam actually tests, how AI shows up, what surprised the exam taker, study strategies, and exam logistics. Valuable insider perspective from a Microsoft MVP.

Prepare for Microsoft Certification Exam AB-731: AI Transformation Leader
YouTube - Microsoft Learn
Official Microsoft Learn walkthrough of the AB-731: AI Transformation Leader exam with Andrew Conniff, Lead Technical Trainer at Microsoft. Focused exam prep with key topics and strategies.

AI Transformation Leader (AB-731) - Full Course - Pass The Exam! (33K views)
YouTube - Citizen Developer 365
Comprehensive AB-731 full course covering traditional vs generative AI, ML/deep learning, model types, Copilot and agent platforms, Copilot Studio and Foundry, prompting and grounding, Azure and Foundry services, AI security and governance, business value, AI readiness, responsible AI, and cost optimization. 33K views.

AI Business Professional (AB-730) - Full Course - Pass The Exam! (29K views)
YouTube - Citizen Developer 365
Comprehensive AB-730 full course — covers Copilot Fundamentals, AI Principles, Good Prompting, Copilot Capabilities, Researcher & Analyst, Work vs Web, Copilot Pages & Notebooks, and Temporary Chats. 29K views, 712 likes.

DP-600 Microsoft Certified: Fabric Analytics Engineer — Full Playlist
YouTube
Complete DP-600 exam preparation playlist — master Microsoft Fabric with comprehensive video modules covering intro, scope, strategies, semantic models, data preparation, and analytics solutions.

DP-600 Exam Full Course (6+ hours) | Microsoft Fabric Analytics Engineer
YouTube
Comprehensive DP-600 exam full course — 6+ hours covering all exam domains: maintaining data analytics solutions, preparing data, and implementing semantic models in Microsoft Fabric.

SC-300 Microsoft Identity and Access Administrator — Full Video Course (25 Episodes)
YouTube - Microsoft Learn
Official Microsoft Learn video course for SC-300 — 25 episodes with Microsoft Technical Trainer Waleed Mir. Covers implementing identities, authentication, access management, and identity governance.

SC-300 Microsoft Identity and Access Administrator Study Cram
YouTube - John Savill's Technical Training
John Savill's SC-300 study cram covering all key identity and access management topics for the exam. Highly rated by viewers who passed the exam on first attempt.

Azure Solutions Architect Expert Certification Course (AZ-305) – Pass the Exam! (219K views)
YouTube - freeCodeCamp.org
freeCodeCamp's full AZ-305 certification course — 9h55m comprehensive walkthrough of all exam topics to help you pass the Azure Solutions Architect Expert exam. 219K views.

AZ-305 Designing Azure Infrastructure Solutions Study Cram (628K views)
YouTube - John Savill's Technical Training
John Savill's comprehensive AZ-305 study cram — 3h38m covering all exam domains: identity, governance, monitoring, business continuity, data storage, and infrastructure design. 628K views, widely praised by exam passers.
Microsoft DP-600 prep: Fabric Analytics Engineer Associate
Udemy
Comprehensive DP-600 prep course on Udemy. Explore how to design, prepare, and manage data and semantic models in Power BI and Fabric using SQL, KQL, and DAX.
Microsoft Fabric - DP-600 Exam Preparation (4.3★)
Udemy
DP-600 exam prep course on Udemy covering every area of the exam with 200+ questions, answers, and instruction. 3.5 hours. Rated 4.3/5 from 69 ratings.
Exam DP-600 Prep Videos
Microsoft Learn
Official Microsoft Exam Readiness Zone video series for DP-600. Experts provide tips, tricks, and strategies for preparing for the Fabric Analytics Engineer Associate certification exam.
DP-600 Free Practice Assessment
Microsoft Learn
Free official Microsoft practice assessment for DP-600. Assess your readiness with exam-style questions before taking the real exam ($165 USD).
Exam DP-600 Study Guide
Microsoft Learn
Official Microsoft study guide for Exam DP-600: Implementing Analytics Solutions Using Microsoft Fabric. Lists all measured skills and links to relevant learning resources.
Implement analytics solutions using Microsoft Fabric (DP-600T00)
Microsoft Learn
Official MS Learn instructor-led course for DP-600. Learn to implement analytics solutions using Microsoft Fabric — prepare and enrich data, secure and maintain analytics assets, and implement semantic models.
SC-300 Microsoft Identity and Access Administrator Exam Prep (4.5★, Bestseller)
Udemy
Bestselling SC-300 exam prep course on Udemy — 4 hours on-demand video. Learn Azure identity and access concepts and get certified. Rated 4.5/5 from 1,956 ratings.
Exam SC-300 Prep Videos
Microsoft Learn
Official Microsoft Exam Readiness Zone video series for SC-300. Experts provide tips, tricks, and strategies for preparing for the Identity and Access Administrator certification exam.
SC-300 Free Practice Assessment
Microsoft Learn
Free official Microsoft practice assessment for SC-300. Assess your readiness with exam-style questions before taking the real exam ($165 USD).
Exam SC-300 Study Guide
Microsoft Learn
Official Microsoft study guide for Exam SC-300: Microsoft Identity and Access Administrator. Lists all measured skills and links to relevant learning resources.
Course SC-300T00-A: Microsoft Identity and Access Administrator
Microsoft Learn
Official MS Learn instructor-led course for SC-300. Explores how to design, implement, and operate an organization's identity and access management systems using Microsoft Entra.
Implement an identity management solution using Microsoft Entra ID
Microsoft Learn
Official MS Learn learning path for SC-300. Implement identity management solutions using Microsoft Entra ID, covering user lifecycle, hybrid identity, and access management.
AZ-305 Practice Tests 2026 (4.7★)
Udemy
Comprehensive AZ-305 practice test course featuring current exam-style questions with clear, well-reasoned explanations. Rated 4.7/5 from 54 reviews.
AZ-305: Designing Azure Infrastructure Solutions (19.5h, 4.5★)
Udemy
Comprehensive AZ-305 exam prep course on Udemy — 19.5 hours on-demand video, 2 practice tests, 15 articles, 37 downloadable resources. Covers all exam domains with hands-on demos. Rated 4.5/5.
AZ-305 Free Practice Assessment
Microsoft Learn
Free official Microsoft practice assessment for AZ-305. Assess your readiness with exam-style questions and identify knowledge gaps before taking the real exam ($165 USD).
Exam AZ-305 Study Guide
Microsoft Learn
Official Microsoft study guide for Exam AZ-305: Designing Microsoft Azure Infrastructure Solutions. Lists all measured skills and links to relevant learning resources.
Build great solutions with the Microsoft Azure Well-Architected Framework
Microsoft Learn
Official MS Learn learning path (6 modules, Beginner). Learn the Azure Well-Architected Framework pillars: reliability, security, cost optimization, operational excellence, and performance efficiency.
AZ-305: Design infrastructure solutions
Microsoft Learn
Official MS Learn learning path (4 modules, Advanced). Design infrastructure solutions including compute, network, and migration strategies for Azure.
AZ-305: Design data storage solutions
Microsoft Learn
Official MS Learn learning path (3 modules, Advanced). Design data storage solutions including relational, non-relational, and data integration patterns.
AZ-305: Design business continuity solutions
Microsoft Learn
Official MS Learn learning path (2 modules, Advanced). Design business continuity and disaster recovery solutions for Azure.
AZ-305: Design identity, governance, and monitor solutions
Microsoft Learn
Official MS Learn learning path (3 modules, Advanced). Design identity, governance, and monitoring solutions for Azure infrastructure.
AZ-305 Microsoft Azure Architect Design Prerequisites
Microsoft Learn
Official MS Learn learning path (6 modules, Intermediate). Covers the foundational prerequisites for the AZ-305 exam including compute, network, storage, and monitoring basics.
AB-100 Exam Prep: Agentic AI Business Solutions Architect
Udemy
Comprehensive AB-100 exam prep with 10.5 hours of on-demand video, 2 practice tests, assignments, 11 articles, and 9 downloadable resources. Covers all exam skill areas in depth.
AB-100 Microsoft Agentic AI Business Solutions Architect
Udemy
Evaluate and design multi-agent AI solutions using Microsoft 365 Copilot, Copilot Studio, Microsoft Foundry, and Dynamics 365 platforms. Full exam prep with practice tests.
AB-100: Agentic AI Business Solutions Architect Exam Prep
Udemy
Complete AB-100 exam preparation guide covering model selection and routing, grounding and knowledge sources, multi-agent orchestration, security, and governance across the Microsoft AI ecosystem.
AB-100 Study Guide — Agentic AI Business Solutions Architect
Microsoft Learn
Official study guide for Exam AB-100. Covers architecting agentic AI solutions, multi-agent orchestration, security, governance, responsible AI, and ROI analysis. Expert-level certification requiring a prerequisite associate cert.
Architect AI solutions for business productivity
Microsoft Learn
Official learning path (11 modules, Advanced). Learn to architect AI solutions for business productivity using agentic-first design, multi-agent orchestration, and Microsoft's full AI platform.

AI Agent Builder Associate (AB-620) — Full Course
YouTube
Free full course to pass the AB-620 exam. Covers all exam topics including agent design, multi-agent solutions, enterprise integration, and testing in Copilot Studio. Includes downloadable study guide slides.
AB-620: Microsoft Copilot Studio & Power Automate Exam Prep
Udemy
Practical exercises, enterprise AI projects, API integrations, and workflow automation labs for the AB-620 exam. Covers Copilot Studio agent building and Power Automate integration.
AB-620: Copilot Studio AI Agent Builder Exam Prep
Udemy
Build enterprise-grade AI agents using Microsoft Copilot Studio and Microsoft Foundry. Integrate APIs, MCP servers, connectors, Power Automate, and Dataverse. Full exam prep for AB-620.
AB-620 Study Guide — AI Agent Builder Associate
Microsoft Learn
Official study guide for Exam AB-620. Covers: planning and configuring agent solutions, integrating and extending agents in Copilot Studio, and testing and managing agents.
Integrate agents with enterprise systems in Microsoft Copilot Studio
Microsoft Learn
Official learning path (3hr 18min, 4 modules). Learn to integrate agents with enterprise systems including Microsoft Foundry, Microsoft Fabric, custom connectors, APIs, and MCP servers.
Design and build multi-agent solutions in Microsoft Copilot Studio
Microsoft Learn
Official learning path (2hr 54min, 4 modules). Learn to design and build multi-agent solutions, including Agent2Agent (A2A) protocol and Model Context Protocol (MCP) integration.
Design agent conversations and responses using topics in Copilot Studio
Microsoft Learn
Official learning path (2hr 17min, 3 modules). Learn to design agent conversations, responses, and topics in Microsoft Copilot Studio for enterprise-grade AI agents.
AB-410 Bootcamp: Intelligent Applications Builder in 4 Days
CertificationCamps
Accelerated, instructor-led bootcamp to earn Microsoft Certified: Intelligent Applications Builder Associate by passing Exam AB-410. 4-day intensive training with exam included. Build AI-powered business apps on Microsoft Power Platform.
Microsoft AB-410 Exam: Intelligent Applications Builder
Udemy
Understand how to design, build, and manage intelligent applications using Microsoft Power Platform. Identify knowledge gaps and improve exam performance with practice questions.
AB-410 Exam Prep 2026: Build Intelligent Applications
Udemy
Master AI agents, Power Platform, & Copilot Studio to pass the Microsoft AB-410 Intelligent Applications Builder exam. Rating: 3.6/5. Covers Dataverse, model-driven apps, canvas apps, and cloud flows.
AB-410 Study Guide — Building Intelligent Applications
Microsoft Learn
Official study guide for Exam AB-410. Covers: creating a foundation for intelligent applications, creating intelligent applications, and building business application logic and automation.
Automate and extend your solutions with AI in Microsoft Power Automate
Microsoft Learn
Official learning path (3hr 27min, 4 modules). Learn to create cloud flows and business logic with AI in Power Automate, integrating Copilot and AI models.
Build intelligent apps and portals with Microsoft Power Apps
Microsoft Learn
Official learning path (7hr 6min, 7 modules). Learn to build model-driven apps, canvas apps, and Power Pages portals with AI-powered Copilot features.
Build your data model with Microsoft Dataverse
Microsoft Learn
Official learning path (3hr 22min, 3 modules). Learn to create Dataverse data models, tables, relationships, and columns for intelligent applications.
Get started with AI-first solutions in Microsoft Power Platform
Microsoft Learn
Official learning path (1hr 31min, 3 modules). Learn to design and model AI-first solutions in Microsoft Power Platform using Copilot and natural language prompts.

Prepare for Microsoft Certification Exam AB-731
YouTube
Free focused walkthrough of the AB-731: AI Transformation Leader exam with Andrew Conniff, Lead Technical Trainer at Microsoft.
AB-731 Exam Prep: Microsoft AI Transformation Leader
Udemy
Comprehensive AB-731 exam prep with 4 hours of on-demand video, 1 practice test, assignments, 3 articles, and 8 downloadable resources. Covers AI transformation strategy and Microsoft AI adoption.
Microsoft AB-731: AI Transformation Leader
Udemy
Focused, exam-aligned study tool to sharpen your knowledge and build practical judgment for the AI Transformation Leader certification. Includes practice tests and assignments.
Exam AB-731 Prep Videos
Microsoft Learn
Official Microsoft expert-led prep videos with tips and strategies for passing the AB-731: AI Transformation Leader certification exam.
AB-731 Practice Assessment (Free)
Microsoft Learn
Free official practice assessment for the AB-731 exam. Assess your readiness and identify knowledge gaps before taking the real exam.
AB-731 Study Guide — AI Transformation Leader
Microsoft Learn
Official study guide for Exam AB-731. Covers: identifying business value of generative AI, benefits/capabilities of Microsoft AI apps, and implementation/adoption strategy for Microsoft's AI apps and services.

Prepare for Microsoft Certification Exam AB-730
YouTube
Free live session with Andrew Conniff, Lead Technical Trainer at Microsoft, walking through everything you need to know to prepare for the AB-730: AI Business Professional exam.
AB-730: Microsoft Certified AI Business Professional Guide
Udemy
Complete guide to the AB-730 certification. Rating: 4.4/5 (477 students). 4.5 hours of content. Updated August 2026. Covers generative AI fundamentals, prompt management, and business content drafting with AI.
Microsoft AB-730: AI Business Professional Exam Prep
Udemy
Comprehensive AB-730 exam prep video course. Rating: 4.3/5 (623 students). 3.5 hours of on-demand video. Updated June 2026. Covers generative AI productivity tools and Microsoft 365 Copilot for business outcomes.
Exam AB-730 Prep Videos
Microsoft Learn
Official Microsoft expert-led prep videos with tips, tricks, and strategies for passing the AB-730: AI Business Professional certification exam.
AB-730 Practice Assessment (Free)
Microsoft Learn
Free official practice assessment to evaluate your readiness for the AB-730 exam. Provides overview of question style, wording, and difficulty.
AB-730 Study Guide — AI Business Professional
Microsoft Learn
Official study guide for Exam AB-730. Covers all skills measured: generative AI fundamentals, managing prompts and conversations, drafting and analyzing business content with AI.

Networking is the New Compute: Cisco & NVIDIA AI Infrastructure
Cisco / NVIDIA
Cisco and NVIDIA's joint AI infrastructure solution — networking is the new compute. Learn how Cisco's AI infrastructure with NVIDIA DPUs increases compute capacity by 6x and memory by 3x for AI workloads.
OCP Podcast: AI Infrastructure Buildout
OCP
Open Compute Project (OCP) podcast covering the technical and business dimensions of AI infrastructure buildout, including land-to-first-token expectations, GPU cluster design, and open hardware standards for AI.
From Compute to Data: The Next Phase of AI Infrastructure (Hammerspace)
Hammerspace
Hammerspace podcast episode covering the next phase of AI infrastructure — from compute to data. Explores how enterprise AI is moving from experimentation to production and the data infrastructure challenges that come with it.
Pure Storage FlashBlade for AI: Training, Inference & Data Lakes
Pure Storage
Pure Storage FlashBlade for AI — AI-ready storage infrastructure for training, inference, data lakes, and HPC. Learn how FlashBlade delivers predictable throughput for faster training and optimized GPU utilization.
Lenovo ThinkSystem Supercomputing Servers Powered by NVIDIA
Lenovo
Lenovo's AI Solution for Deep Learning and Model Training — covers ThinkSystem supercomputing servers powered by NVIDIA, GPU cluster configurations, and distributed training infrastructure for large-scale AI models.
AI Ready Infrastructure at Scale: Lenovo and Intel Modernization
Lenovo
Lenovo Press seller training course covering AI Ready Infrastructure at Scale — a Lenovo and Intel modernization journey for enterprise AI. Covers ThinkSystem architecture, GPU scaling, and AI workload optimization.
Lenovo AI Infrastructure: Smarter AI for ALL
Lenovo
Lenovo's AI Infrastructure training — scalable, secure, and flexible AI infrastructure with modular hybrid AI factory platforms. Covers ThinkSystem servers for AI, GPU configurations, and Lenovo AI solutions.
NetApp AI Solutions: The Data Platform for Enterprise AI
NetApp
NetApp's AI solutions hub — learn how NetApp's data platform powers enterprise AI with intelligent data infrastructure for training, inference, and data lakes. Covers ONTAP AI, AI control plane, and hybrid cloud AI.
NetApp Certified AI Expert
NetApp
NetApp Certified AI Expert certification — validates understanding of NetApp AI solutions, AI concepts, AI lifecycle, AI software and hardware architecture, and common AI infrastructure challenges.
NetApp Learning and Skills Paths: AI Solutions
NetApp
NetApp's learning and skills paths for AI solutions. Free self-paced courses covering NetApp AI data infrastructure, intelligent data management, and how to build scalable AI pipelines with NetApp technologies.
Cisco Learn AI: Infrastructure Skills Training
Cisco
Cisco's free AI learning hub — tutorials, infrastructure skills training, and certifications for building AI-ready networks. Covers Cisco's AI infrastructure portfolio including AI PODs and GPU clusters.
AI Solutions on Cisco Infrastructure Essentials (DCAIE)
Cisco
Cisco's AI Solutions on Cisco Infrastructure Essentials course (DCAIE). A guided learning path covering AI infrastructure deployment on Cisco platforms, including GPU-accelerated computing and AI networking.
Cisco U. Artificial Intelligence Learning
Cisco
Cisco U. free AI training and tutorials covering AI fundamentals, infrastructure skills, and Cisco's AI solutions. Includes free learning paths for AI networking, security, and infrastructure.
Discovering the Potential of Your AI Initiatives (Hitachi eBook)
Hitachi Vantara
Hitachi Vantara's eBook on achieving GenAI success through AI data readiness. Covers how to discover the potential of AI initiatives and build a modern lakehouse for AI workloads.
Hitachi Vantara Training: AI and Data Foundation
Hitachi Vantara
Hitachi Vantara Training Center — learn about AI infrastructure, data protection, and Lumada/Pentaho DataOps. Includes training modules for building modern data foundations for enterprise AI.
Hitachi iQ: End-to-End AI/ML Solutions Stack
Hitachi Vantara
Hitachi Vantara's Hitachi iQ — end-to-end solutions stack for enterprise AI/ML workloads. Learn about Hitachi iQ with NVIDIA HGX, AI Data Foundation, and infrastructure solutions for prosperous AI deployment.
VCF Private AI Services (VMware Cloud Foundation)
VMware / Broadcom
VMware Cloud Foundation (VCF) Private AI Services — privacy-first AI with choice of LLMs, optimized cost, and enterprise-grade security. Learn how to deploy AI workloads on VCF with NVIDIA integration.

VMware Private AI Foundation with NVIDIA - Technical Overview
VMware / Broadcom
Technical overview and demo of VMware Private AI Foundation with NVIDIA. Covers the AI Kubernetes cluster, model repository, and how to deploy private AI workloads with privacy and security on VMware infrastructure.
VMware Private AI Foundation with NVIDIA Guide (5.2)
VMware / Broadcom
Broadcom/VMware's official technical documentation guide for VMware Private AI Foundation with NVIDIA. Covers architecture, AI workload classes, GPU management, and deploying private AI on vSphere with NVIDIA GPUs.

Getting Started with Nutanix Enterprise AI (Tech Bytes)
Nutanix
Nutanix Tech Bytes video introduction to Nutanix Enterprise AI — a comprehensive inference endpoint and model management product that turns IT admins into AI admins with simple, scalable infrastructure.
Nutanix Enterprise AI Administration (NAIA)
Nutanix
Nutanix University course covering Nutanix Enterprise AI (NAI) administration. Learn NAI workflows, installation, endpoint configuration, API key handling, and model management for enterprise AI deployments.
Nutanix Certified Professional - Artificial Intelligence (NCP-AI)
Nutanix
Nutanix's certification course for installing, configuring, optimizing, and troubleshooting Nutanix Enterprise AI (NAI). Covers GenAI application and agent integration on Nutanix infrastructure.
Dell AI Services: Skills and Certification Training
Dell Technologies
Dell's AI Services learning offerings — up-level AI skills with training and certifications. Covers AI solution design, infrastructure optimization, and deployment best practices for enterprise AI.
Dell AI Factory with NVIDIA
Dell Technologies
Dell's comprehensive AI Factory with NVIDIA — validated architectures and AI-optimized infrastructure for demanding workloads. Learn how to build high-performance, scalable AI solutions with Dell and NVIDIA technologies.
Dell Proven Professional: AI and ML Certification
Dell Technologies
Dell's AI and ML training program leading to Dell Proven Professional certification. Covers model development, data engineering, AI infrastructure, and secure deployment of AI solutions on Dell technologies.
HPE AI, ML, and DL Training & Certification Portfolio
HPE
HPE Education Services portfolio of AI, ML, and DL training. Covers model development, deployment, multimodal agent design, agentic applications, and HPE Ezmeral ML Ops. Includes workshops and certification paths.

Features of HPE Machine Learning Development Environment Software
HPE
HPE's free Learn-On-Demand course covering the features of HPE Machine Learning Development Environment Software — a platform for training large-scale ML models across distributed infrastructure.
HPE AI 101: Introduction to Artificial Intelligence
HPE
HPE's free introductory AI course covering AI, ML, and DL fundamentals. Part of HPE's partner training program, this course provides a solid foundation in AI concepts and HPE's AI portfolio.
HPE Private Cloud AI (CP104 Digital Learner Path)
HPE
HPE's digital learner path for HPE Private Cloud AI — a pre-integrated solution bridging AI pilots to production. Learn deployment, management, and optimization of AI infrastructure on HPE GreenLake.
IBM watsonx Foundations
IBM
IBM's foundational course on watsonx — IBM's enterprise AI and data platform. Covers watsonx.ai, watsonx.data, and watsonx.governance, including how to build, train, and deploy AI models at enterprise scale.
IBM SkillsBuild AI Fundamentals
IBM SkillsBuild
IBM SkillsBuild's free AI Fundamentals course covering core AI concepts, machine learning, deep learning, neural networks, and ethical AI. Includes badge credential upon completion.
Generative AI with IBM (Free Course Collection)
IBM
IBM's free collection of generative AI courses covering prompt engineering, AI ethics, watsonx.ai hands-on labs, and building generative AI applications. Self-paced learning from IBM Training.
Foundations and Applications of Generative AI (IBM)
IBM
IBM's learning path covering the foundations and practical applications of generative AI. Learn how generative AI works, its business applications, and how to use IBM watsonx.ai for generative AI projects.
AI Foundations for Everyone Specialization (IBM)
IBM / Coursera
A free Coursera specialization by IBM covering AI concepts, generative AI, Python for AI, and machine learning fundamentals. Designed for anyone looking to build AI literacy regardless of technical background.
IBM AI Foundations for Business Specialization
IBM / Coursera
IBM's comprehensive AI Foundations for Business specialization on Coursera. Covers AI ethics, generative AI for business value, machine learning concepts, and how to leverage IBM's AI technologies in enterprise environments. Includes hands-on labs with IBM watsonx.

Hugging Face's AI Agents Course In 20 Minutes
YouTube
YouTube tutorial. 150K views. Quick 20-minute summary of the Hugging Face AI Agents course — covers agent fundamentals, tools, and deployment.

Hugging Face AI Tutorial: Build 4 Projects in 2 Hours
YouTube
YouTube tutorial. Build 4 incredible AI projects using Hugging Face without coding. Covers model hosting, inference, and deployment in a practical 2-hour session.
Hugging Face Audio Course
Hugging Face
Free Hugging Face course. Learn to apply transformers to audio data — speech recognition, text-to-speech, audio classification, and music generation. Requires deep learning background.
Nsight Analysis System: Build Custom Python Analysis Scripts
NVIDIA DLI
Free NVIDIA DLI course. Build custom Python analysis scripts with NVIDIA Nsight Systems. Automate profiling and optimization workflows.
Optimizing CUDA Machine Learning Codes with Nsight Profiling Tools
NVIDIA DLI
Free NVIDIA DLI course. Learn to optimize CUDA ML codes using Nsight profiling tools. Identify bottlenecks and accelerate GPU workloads.

3Blue1Brown - What is backpropagation really doing?
YouTube
3Blue1Brown channel. 3.5M views. Deep visual explanation of backpropagation — the algorithm at the heart of how neural networks learn. Essential for ML understanding.
Sentdex - Python Machine Learning Tutorials
YouTube
Sentdex channel. 1.2M subscribers. Harrison Kinsley's Python programming, machine learning, and deep learning tutorials with hands-on code and real projects.
AI Coffee Break - Short AI Explainers
YouTube
AI Coffee Break with Letitia channel. 150K subscribers. Bite-sized AI explainers covering transformers, attention mechanisms, LLMs, and ML concepts in short episodes.
DeepLearningAI - Andrew Ng Lectures
YouTube
DeepLearning.AI channel. 400K subscribers. Andrew Ng's deep learning lectures, ML courses, and AI education content from one of the field's pioneers.
Yannic Kilcher - AI Paper Reviews
YouTube
Yannic Kilcher channel. 300K subscribers. Deep technical dives into AI research papers with code walkthroughs and visual explanations of complex architectures.

How Transformers Work - Detailed Explanation
YouTube
AI Explained channel. 300K views. Detailed technical explanation of transformer architecture, self-attention, and why transformers outperform RNNs.

Attention Is All You Need - Transformer Paper Explained
YouTube
AI Coffee Break with Letitia channel. 200K views. Clear visual explanation of the transformer architecture paper that revolutionized NLP and AI.
Jenkins Full Course - CI/CD Automation
YouTube
Edureka channel. 300K views. Complete Jenkins course covering pipelines, plugins, multi-branch builds, and CI/CD automation for ML.
Prometheus and Grafana Full Course - Monitoring and Observability
YouTube
TechWorld with Nana channel. 150K views. Complete monitoring course covering Prometheus metrics, Grafana dashboards, and alerting for ML systems.
Elasticsearch Full Course - Search and Analytics Engine
YouTube
Amigoscode channel. 80K views. Complete Elasticsearch course covering indexing, search queries, aggregations, and full-text search at scale.
RabbitMQ Full Course - Message Broker Tutorial
YouTube
Amigoscode channel. 100K views. Complete RabbitMQ course covering queues, exchanges, routing, and asynchronous messaging patterns.
Nginx Full Course - Web Server and Reverse Proxy
YouTube
Hussein Nasser channel. 100K views. Complete Nginx course covering server blocks, reverse proxy, load balancing, and SSL configuration.
GraphQL Full Course - API Query Language
YouTube
Net Ninja channel. 150K views. Complete GraphQL course covering schema design, queries, mutations, subscriptions, and Apollo server.
FastAPI Full Course - Build APIs with Python
YouTube
freeCodeCamp channel. 200K views. Complete FastAPI course for building production APIs, covering async, validation, authentication, and deployment.
Ansible Full Course - Automation and Configuration Management
YouTube
TechWorld with Nana channel. 150K views. Complete Ansible course covering playbooks, roles, inventory, and automated infrastructure management.
Terraform Full Course - Infrastructure as Code
YouTube
TechWorld with Nana channel. 200K views. Complete Terraform course covering IaC principles, providers, modules, and cloud resource provisioning.
Azure Full Course - Microsoft Cloud Platform
YouTube
Edureka channel. 250K views. Complete Azure course covering virtual machines, Azure ML, cognitive services, and enterprise cloud architecture.
Google Cloud Platform Full Course
YouTube
Edureka channel. 300K views. Complete GCP course covering Compute Engine, BigQuery, Vertex AI, and cloud ML infrastructure.
Linux Full Course - Command Line for Beginners
YouTube
freeCodeCamp channel. 400K views. Complete Linux command line course covering file operations, permissions, processes, and shell scripting.
Git and GitHub Full Course - Version Control
YouTube
freeCodeCamp channel. 600K views. Complete Git and GitHub course covering branching, merging, pull requests, and collaboration workflows.
MongoDB Full Course - NoSQL Database Tutorial
YouTube
Amigoscode channel. 200K views. Complete MongoDB course covering document modeling, CRUD operations, aggregation, and indexing.
PostgreSQL Full Course - Database Design and Queries
YouTube
Amigoscode channel. 150K views. Complete PostgreSQL course covering schema design, advanced queries, indexing, and performance tuning.
Kafka Full Course - Distributed Streaming Platform
YouTube
Stephane Maarek channel. 200K views. Complete Apache Kafka course covering producers, consumers, streams, and real-time data pipelines.
Redis Full Course - Caching and In-Memory Databases
YouTube
Hussein Nasser channel. 100K views. Complete Redis course covering data structures, caching patterns, pub/sub, and performance optimization.
API Design Full Course - REST and GraphQL Best Practices
YouTube
Hussein Nasser channel. 150K views. Complete API design course covering REST principles, GraphQL, authentication, versioning, and best practices.
Microservices Full Course - Build Microservices Architecture
YouTube
Edureka channel. 250K views. Complete microservices course covering service decomposition, API gateways, service mesh, and distributed systems.
System Design One Shot Full Course
YouTube
Kunal Kushwaha channel. 300K views. Complete system design crash course covering all essential topics for interviews and real-world architecture.
System Design Course - APIs, Databases, Caching, CDNs, Load Balancing
YouTube
freeCodeCamp channel. 400K views. Comprehensive system design course covering API design, database scaling, caching strategies, and CDN architecture.
CI/CD Pipeline Full Course - Jenkins, GitHub Actions, GitLab CI
YouTube
TechWorld with Nana channel. 200K views. Complete CI/CD course covering Jenkins, GitHub Actions, and GitLab CI for automated ML and software pipelines.
Docker Compose Full Course - Multi-Container Applications
YouTube
NetworkChuck channel. 150K views. Learn Docker Compose for orchestrating multi-container applications with real-world examples.
Kubernetes Zero to Hero - Complete Beginner's Guide 2025
YouTube
TechWorld with Nana channel. 200K views. Complete Kubernetes guide from zero to production covering all essential concepts and tools.
Kubernetes Crash Course for Absolute Beginners
YouTube
Kunal Kushwaha channel. 300K views. Beginner-friendly Kubernetes crash course covering core concepts, hands-on labs, and real-world scenarios.
Hadoop Full Course - Big Data Hadoop Tutorial
YouTube
Edureka channel. 400K views. Complete Hadoop tutorial covering HDFS, MapReduce, YARN, and the Hadoop ecosystem for big data.
Apache Spark Full Course - Big Data Processing
YouTube
Edureka channel. 300K views. Complete Apache Spark course covering RDDs, DataFrames, Spark SQL, and big data processing at scale.
Data Visualization with D3.js - Full Tutorial Course
YouTube
freeCodeCamp channel. 200K views. Complete D3.js tutorial for creating interactive data visualizations, charts, and dashboards.
IBM Data Analyst Complete Course
YouTube
IBM channel. 500K views. Professional data analyst certification course covering data cleaning, analysis, visualization, and storytelling.
Building Applications with Vector Databases
YouTube
DeepLearning.AI channel. 80K views. Learn to build applications using vector databases for semantic search and RAG pipelines.
LangChain Full Course - Build AI Applications
YouTube
freeCodeCamp channel. 250K views. Complete LangChain course building AI applications with chains, agents, memory, and tools.
Local Retrieval Augmented Generation (RAG) from Scratch
YouTube
Nicholas Renotte channel. 90K views. Build a local RAG system from scratch using open-source models and ChromaDB for complete privacy.
RAG Tutorial 2026 - Complete Introduction to Retrieval Augmented Generation
YouTube
Tech With Tim channel. 120K views. Complete RAG tutorial covering document loading, chunking, embedding, retrieval, and generation.
Complete RAG Crash Course With Langchain In 2 Hours
YouTube
freeCodeCamp channel. 150K views. Hands-on crash course building a complete RAG pipeline with LangChain, OpenAI, and vector databases.

Statistics and Probability Full Course for Data Science
YouTube
freeCodeCamp channel. 800K views. Comprehensive statistics and probability course covering distributions, hypothesis testing, and Bayesian thinking.

Mathematics for Machine Learning - Calculus
YouTube
3Blue1Brown channel. 1.2M views. Visual introduction to calculus and derivatives, the mathematical foundation of neural network training.

Python for Data Science - Course for Beginners
YouTube
freeCodeCamp channel. 1.6M views. Python fundamentals for data science including NumPy, Pandas, and data visualization basics.

Managing Machine Learning Projects from 0 to 1
YouTube
AssemblyAI channel. 115K views. Comprehensive roadmap covering scoping ML product requirements, establishing ground truth baselines, and sprint planning for AI teams.

How to Build and Manage AI Products
YouTube
Y Combinator channel. 420K views. Essential guidance for product managers on validating AI market fit, dealing with probabilistic model failure, and pricing inference.
Product Strategy for Generative AI Products
Reforge
Frameworks for defining AI value propositions, moats, managing evaluation loops, model latency, and cost-benefit trade-offs.
Intro to TensorFlow for Deep Learning
Udacity
Gain hands-on understanding of model building lifecycle, deployment considerations, and resource trade-offs needed to manage AI engineering teams.
Artificial Intelligence for Robotics
Udacity
Taught by Sebastian Thrun, this course covers localization, Kalman filters, particle filters, and path planning essential for hardware-software AI product managers.

Ethical Considerations in Machine Learning Systems
YouTube
AI Coffee Break with Letitia channel. 140K views. Deep dive into model interpretability, post-hoc explanations, and societal implications of autonomous decision making.

AI Alignment, Safety, and Existential Risk
YouTube
Robert Miles channel. 520K views. Comprehensive analysis of the value alignment problem, reward hacking, and inner alignment hazards in frontier models.

Responsible AI and Ethical Machine Learning in Practice
YouTube
AssemblyAI channel. 130K views. Practical examination of auditing models, handling skewed training data, and preventing bias in speech and NLP applications.
IBM AI Ethics and Trustworthy AI
IBM SkillsBuild
Focuses on explainability, fairness, algorithmic bias mitigation, transparency, and data governance in AI systems.

Diffusion Models Explained Deeply
YouTube
AI Coffee Break with Letitia channel. 195K views. Mathematical and intuitive analysis of Denoising Diffusion Probabilistic Models (DDPM) and score-based generative modeling.

Attention Is All You Need Paper Breakdown
YouTube
Henry AI Labs channel. 310K views. Rigorous academic dissection of the landmark Transformer architecture paper, multi-head attention, and complexity trade-offs.
State-of-the-Art Research Methods & Trends
Papers with Code
Deep catalog of cutting-edge research architecture patterns, mathematical formulations, and verified benchmark evaluations.
Deep Reinforcement Learning Course
Hugging Face
Comprehensive theoretical and practical exploration of Q-Learning, Deep Q-Networks (DQN), Policy Gradients, Actor-Critic, and PPO.
MIT 6.S191: Introduction to Deep Learning
MIT OpenCourseWare
MIT's flagship annual deep learning course covering foundations, Transformers, diffusion models, reinforcement learning, and AI for science.

Machine Learning Model Evaluation and Validation
YouTube
DeepLearningHero channel. 110K views. In-depth analysis of ROC-AUC curves, precision-recall trade-offs, and avoiding silent data leakage.

Complete Pandas and Data Wrangling Guide
YouTube
Keith Galli channel. 850K views. Practical end-to-end data processing, feature aggregation, and statistical preparation for ML datasets in Pandas.
PyTorch Tabular and Structured Data Modeling
PyTorch
Build custom PyTorch Datasets, Dataloaders, and embedding layers specifically optimized for high-dimensional tabular data.
TensorFlow Core ML Tutorials
TensorFlow
Practical workflows for structuring tabular data, time series forecasting, and custom Keras layers using TensorFlow 2.x.
Scikit-Learn Machine Learning Pipeline Design
Scikit-learn
Official Scikit-Learn documentation and tutorials mastering Transformers, Estimators, ColumnTransformers, and cross-validated grid search.
Feature Engineering
Kaggle Learn
Techniques for mutual information, creating new mathematical interactions, clustering, and target encodings to boost tabular model performance.
Intermediate Machine Learning
Kaggle Learn
Handle missing values, non-numeric categorical data, pipeline construction, cross-validation, and XGBoost gradient boosting.
Accelerating End-to-End Data Science Workflows
Nvidia Deep Learning Institute
Learn to dramatically speed up data pipelines and machine learning model inference using GPU acceleration and NVIDIA RAPIDS.

LangChain & LLM Application Engineering Masterclass
YouTube
AssemblyAI channel. 350K views. In-depth engineering walkthrough covering agents, tools, memory, and production vector databases with LangChain.

PyTorch for Deep Learning & Machine Learning
YouTube
FreeCodeCamp and Daniel Bourke. 1.8M views. Comprehensive 26-hour end-to-end course on engineering deep learning models and computer vision workflows with PyTorch.
Deep Learning with PyTorch: A 60 Minute Blitz
PyTorch
Official PyTorch introductory tutorial covering Tensors, Autograd, neural network modules, and loss optimization.
Building RAG Agents with LLMs
Nvidia Deep Learning Institute
Architect practical agentic RAG systems with LangChain and NVIDIA NIM microservices to connect LLMs with custom enterprise data.
OpenAI Cookbook Production Patterns
OpenAI Cookbook
Comprehensive practical repository of recipes for prompting, fine-tuning, function calling, embeddings, and API integration.
Building Advanced RAG Systems with LlamaIndex
LlamaIndex
Hands-on official tutorials on data ingestion, semantic chunking, vector indexing, and query pipelines for agentic RAG.
Building Applications with LangChain
LangChain
Official guides for constructing production LLM applications, retrieval-augmented generation (RAG) pipelines, chains, and dynamic agents.

Deep Learning Explained in 15 Minutes
YouTube
AssemblyAI channel. 240K views. Accessible, intuitive overview of deep neural network architectures, training mechanics, and real-world capabilities.

Machine Learning for Beginners
YouTube
AI Coffee Break with Letitia channel. 180K views. Conceptual visual breakdown demystifying machine learning concepts, classification, and core intuition.

Neural Networks from Scratch in Python
YouTube
Sentdex channel. 1.2M views. Complete step-by-step programming tutorial explaining forward propagation, activation functions, and backpropagation from pure scratch.
Python for Data Science and AI
Kaggle Learn
Essential Python coding skills tailored specifically for data manipulation, machine learning foundations, and AI scripting.
Artificial Intelligence Fundamentals
IBM SkillsBuild
Foundational overview of AI concepts, history, natural language processing, and computer vision with an official IBM credential badge.
Introduction to Machine Learning (6.036)
MIT OpenCourseWare
Introductory MIT course on machine learning algorithms covering linear classifiers, neural networks, support vector machines, and reinforcement learning.
CS50's Introduction to Artificial Intelligence with Python
Harvard CS50 AI
Explore the concepts and algorithms at the foundation of modern artificial intelligence, diving into graph search, classification, optimization, and reinforcement learning.
Intro to Machine Learning
Kaggle Learn
Learn the core ideas in machine learning and build your first predictive models using decision trees and random forests with hands-on exercises in Python.
Human-Centered AI Guide for Product Teams
Google AI Education
Google PAIR guidebook offering actionable best practices for designing user-centric, explainable AI interactions.

Sam Altman: OpenAI, GPT-5, and the Future of AI Products
YouTube
Lex Fridman channel. 3.2M views. High-level roadmap discussion on scaling laws, interface shifts, and developer ecosystem strategy.
AI Product Strategy: Frameworks for Prioritizing ML Features
Reforge
Frameworks for validating market viability, data flywheel defensibility, and AI build vs buy decisions.

How to Build AI Products Users Love
YouTube
DeepLearning.AI YouTube channel. 140K views. Guidance on defining model evaluation criteria from a product utility perspective.
AI Product Management: Strategy & Delivery
Reforge
Executive curriculum covering product opportunity sizing, probabilistic UX, and lifecycle iteration for AI features.

Max Tegmark: Life 3.0, AI Safety, and the Future of Civilization
YouTube
Lex Fridman channel. 1.1M views. In-depth interview examining existential risks, long-term AI governance, and safety benchmarks.

AI Ethics: Bias, Fairness, and Accountability in Machine Learning
YouTube
Google AI YouTube channel. 210K views. Explores fundamental ethical risks, algorithmic disparities, and mitigation strategies.
Introduction to Responsible AI
Google Cloud Skills Boost
Overview of Google's AI Principles and operational approaches to addressing bias, fairness, and accountability.
Anthropic Research: Core Views on AI Safety and Scaling
Anthropic
Technical papers on constitutional AI, mechanistic interpretability, and empirical evaluation of model alignment.

LLaMA: Open and Efficient Foundation Language Models (Paper Explained)
YouTube
Yannic Kilcher channel. 190K views. Scientific walkthrough of open source foundation architectures, pretraining datasets, and scaling laws.

The spelled-out intro to neural networks and backpropagation: building micrograd
YouTube
Andrej Karpathy channel. 2.4M views. Deep mathematical and code-level exploration of automatic differentiation engines and DAG backpropagation.

Attention Is All You Need (Paper Explained)
YouTube
Yannic Kilcher channel. 580K views. In-depth academic breakdown of the foundational transformer paper that revolutionized modern AI.

Random Forests Part 1 - Building, Using and Evaluating
YouTube
StatQuest with Josh Starmer channel. 2.1M views. Comprehensive guide to tree bagging, out-of-bag error, and ensemble performance.
Intermediate Machine Learning with Google Colab and Scikit-Learn
Google AI Education
Techniques for debugging data sets, validating features, and preventing catastrophic distribution shift.
Data Science on AWS: Pipeline Automation and Feature Stores
AWS Skill Builder
End-to-end data preparation, feature engineering, and automated modeling with Amazon SageMaker.

StatQuest: Logistic Regression Explained
YouTube
StatQuest with Josh Starmer channel. 2.7M views. Core theoretical and practical formulation of classification models in data science.

Neural Networks and Deep Learning
YouTube
3Blue1Brown channel. 7.9M views. Deep visual dive into gradient descent, backpropagation calculus, and network training.
Building Generative AI Applications on AWS
AWS Skill Builder
Learn to integrate foundation models securely into scalable cloud applications using Amazon Bedrock.
OpenAI Cookbook: Production RAG and Function Calling
OpenAI
Official guides, code recipes, and best practices for structured function calling and context retrieval.
MLOps: Managing Machine Learning Workflows with W&B
Weights & Biases
Practical training for tracking model metrics, versioning datasets, and managing CI/CD pipelines for ML models.
LLM Evaluation and Observability
Arize AI
Industry certification course on tracing, debugging, and evaluating production LLM and agentic workflows.
Building Applications with LLMs
Cohere
Hands-on guide to building retrieval-augmented generation and semantic search applications using Cohere APIs.

Let's build GPT: from scratch, in code, spelled out.
YouTube
Andrej Karpathy channel. 5.1M views. Step-by-step implementation of a Transformer language model based on the GPT architecture in PyTorch.

Gradient Descent, Step-by-Step
YouTube
StatQuest with Josh Starmer channel. 2.1M views. Step-by-step intuitive guide to the core optimization algorithm in machine learning.
Google AI for Everyone: Machine Learning Crash Course
Google AI Education
Hands-on, fast-paced guide to machine learning fundamentals using TensorFlow APIs and best practices.
AWS Machine Learning Essentials
AWS Skill Builder
Foundational curriculum covering basic machine learning concepts and terminology on AWS.
Introduction to Generative AI
Google Cloud Skills Boost
Official introductory course exploring generative AI concepts, applications, and model architectures.

Machine Learning Fundamentals: Bias and Variance
YouTube
StatQuest with Josh Starmer channel. 1.3M views. Breaks down the trade-off between bias and variance clearly with illustrations.

But what is a neural network? | Chapter 1, Deep learning
YouTube
3Blue1Brown channel. 16M views. Visual and intuitive mathematical walkthrough of deep learning foundations and multilayer perceptrons.
AI, Ethics, and the Future of Jobs
Lund University / Coursera
Analyze the long-term socioeconomic implications, institutional policies, and labor market shifts driven by AI automation.
Data Ethics, AI and Issues of Bias
University of Michigan
Examine the social impact, accountability, transparency, and discrimination issues embedded within automated predictive models.
Responsible AI: Fairness and Bias in Machine Learning
Google Cloud
Learn to detect representation bias, measurement bias, and apply fairness metrics using the What-If Tool.
AI Safety Fundamentals: Governance
BlueDot Impact
Examine policy mechanisms, export controls, frontier AI regulation, and international treaties for AI safety.
AI Safety Fundamentals: Alignment
BlueDot Impact
Curriculum on technical AI alignment research, reinforcement learning from human feedback, and reward hacking mitigations.
AI Ethics
DataCamp
Provides a comprehensive overview of ethical considerations, algorithmic bias, accountability, and privacy in modern AI.
Ethics in the Age of AI
LearnX / edX
Understand core ethical theories, legal frameworks, and governance standards applied to data systems and algorithmic decisions.
Embrace Responsible AI Practices
Microsoft Learn
Discover Microsoft's framework for fairness, reliability, safety, privacy, inclusiveness, and transparency in AI.
Responsible AI: Applying AI Principles with Google Cloud
Google Cloud
Hands-on guide to operationalizing responsible AI across data collection, model evaluation, and deployment governance.
Introduction to Responsible AI
Google Cloud
Learn what responsible AI is, Google's 7 AI principles, and how to identify and address ethical challenges.
Postgraduate Diploma in Machine Learning and AI
Columbia Engineering
Rigorous academic curriculum covering statistical learning theory, optimization algorithms, and research applications.
Advanced Machine Learning Specialization
HSE University
Advanced techniques including winning competitive data science pipelines, deep reinforcement learning, and Bayesian methods.
Geometric Deep Learning Course
Geometric Deep Learning / Oxford & Imperial
A unifying framework connecting graphs, groups, manifolds, and symmetries to neural network inductive biases.
Deep Learning: Foundations and Concepts
Bishop & Bishop / Cambridge
Theoretical exploration of probabilistic machine learning, variational inference, diffusion models, and Transformers.
CS25: Transformers United
Stanford Online
A seminar course exploring the transformer mechanism, scaling laws, sparse architectures, and multimodal variants.
CS234: Reinforcement Learning
Stanford Online
Advanced exploration of exploration/exploitation trade-offs, function approximation, and theoretical convergence of RL algorithms.
Generative Adversarial Networks (GANs) Specialization
DeepLearning.AI
Build GANs, understand Wasserstein GAN loss, conditional generation, and StyleGAN image synthesis architectures.
Hugging Face Deep Reinforcement Learning Course
Hugging Face
Practical implementation of modern deep RL techniques including PPO, SAC, and RLHF using PyTorch and RL-Zoo.
Reinforcement Learning Specialization
University of Alberta & AMII
Master Markov Decision Processes, Dynamic Programming, Temporal Difference learning, and Policy Gradient methods.
CS231n: Deep Learning for Computer Vision
Stanford Online
Detailed dive into convolutional architectures, backpropagation derivation, attention vision models, and generative networks.
CS224N: Natural Language Processing with Deep Learning
Stanford Online
In-depth study of word vectors, recurrent models, self-attention, Transformers, and large language model pretraining.
CS229: Machine Learning
Stanford Online
Stanford's flagship course covering the rigorous mathematical foundations of supervised learning, learning theory, and reinforcement learning.
IBM Data Science Professional Certificate
IBM
Comprehensive practical data science certificate covering Python, SQL, data visualization, and applied ML modeling.
Data Science: Machine Learning
Harvard University / edX
Learn popular machine learning algorithms, principal component analysis, and regularized regression using R.
Machine Learning with Python: from Linear Models to Deep Learning
MIT / edX
Rigorous treatment of machine learning algorithms from clustering to reinforcement learning and kernel machines.
Building Data Pipelines with Python
DataCamp
Create automated, scalable data extraction, transformation, and ingestion workflows for analytics and ML models.
Feature Engineering for Machine Learning
DataCamp
Learn to extract meaningful features from categorical data, text, numeric columns, and dates to improve model performance.
Computer Vision Specialization
DeepLearning.AI
Implement CNNs, object detection with YOLO, image segmentation, and facial recognition models.
Applied Data Science with Python Specialization
University of Michigan
Learn data manipulation with pandas, visualization, statistical modeling, and text mining using Python libraries.
Data Engineering, Big Data, and Machine Learning on GCP Specialization
Google Cloud
Build robust data pipelines and model training workflows using Google Cloud tools including Dataflow and Vertex AI.
Hugging Face Diffusion Models Class
Hugging Face
Explore generative image modeling, DDPM, Stable Diffusion, and fine-tuning pipelines using the Diffusers library.
Hugging Face Audio Course
Hugging Face
Learn to use Transformers for speech recognition, audio classification, and text-to-speech tasks.
Natural Language Processing Specialization
DeepLearning.AI
Use sentiment analysis, word embeddings, sequence-to-sequence models, and attention mechanisms for NLP tasks.
Mathematics for Machine Learning and Data Science Specialization
DeepLearning.AI
Comprehensive grounding in linear algebra, multivariable calculus, and probability theory needed for modern ML.
Deep Learning Specialization
DeepLearning.AI
Build and train neural networks, CNNs, and sequence models using TensorFlow, tuning hyperparameters and architectures.
Practical Deep Learning for Coders
fast.ai
Hands-on, top-down deep learning using PyTorch and fastai, training models in computer vision and tabular data.
Machine Learning Specialization
DeepLearning.AI & Stanford
Master foundational supervised and unsupervised machine learning algorithms using Python, NumPy, and scikit-learn.
LangChain & LLMs: The Complete Developers Guide
Udemy
Build end-to-end applications integrating LangChain, Pinecone, FastAPI, and Next.js for production AI products.
Full Stack LLM BootCamp
Full Stack Deep Learning
Covers prompt engineering, evaluations, orchestration, vector search, deployment, and testing LLM systems.
Building Agentic RAG with LlamaIndex
DeepLearning.AI
Construct intelligent RAG routers and multi-document query agents using LlamaIndex.
Machine Learning Engineering for Production (MLOps) Specialization
DeepLearning.AI
Design end-to-end ML production pipelines, managing data drift, continuous integration, and serving systems.
OpenAI API Guide: Production Best Practices
OpenAI
Comprehensive reference guide covering latency reduction, caching, error handling, rate limits, and monitoring.
Functions, Tools and Agents with LangChain
DeepLearning.AI
Build agentic architectures that leverage model function calling, structured outputs, and routing tools.
Develop AI Agents on Azure
Microsoft Learn
Design and build autonomous conversational and task-executing AI agents using the Semantic Kernel framework.
Generative AI with Large Language Models
DeepLearning.AI & AWS
In-depth guide covering the full lifecycle of LLM projects from pre-training and fine-tuning with PEFT to deployment.
Finetuning Large Language Models
DeepLearning.AI
Learn the theory and practice of fine-tuning LLMs on custom datasets, including instruction tuning and parameter-efficient methods.
Building Applications with Vector Databases
Pinecone / DeepLearning.AI
Learn semantic search, hybrid search, and production RAG pipeline architecture using Pinecone vector databases.
Develop Generative AI Apps in Azure
Microsoft Learn
Build production-ready generative AI applications using Azure OpenAI Service, prompt engineering, and SDKs.
Vector Databases: from Embeddings to Applications
DeepLearning.AI
Understand embedding generation, distance metrics, and vector search implementation using Weaviate.
Hugging Face NLP Course
Hugging Face
Master the Transformers and Datasets libraries to implement state-of-the-art NLP pipelines and model architectures.
Building Systems with the ChatGPT API
DeepLearning.AI
Learn to automate multi-step workflows by chaining calls to language models with input validation and evaluation.
LangChain for LLM Application Development
DeepLearning.AI
Build real applications using LangChain, covering chains, agents, memory, and question-answering systems.
Google Cloud Big Data and Machine Learning Fundamentals
Google Cloud
Provides an overview of Google Cloud data-to-AI lifecycle products including BigQuery and Vertex AI.
Artificial Intelligence: Business Strategies and Applications
UC Berkeley ExecEd
Strategic perspective on integrating AI, evaluating opportunities, and managing automation risks in enterprises.
Understanding Machine Learning
DataCamp
A conceptual, non-coding introduction to supervised, unsupervised, and deep learning algorithms.
CS50's Introduction to Artificial Intelligence with Python
Harvard University / edX
An introduction to foundational concepts and algorithms at the foundation of modern artificial intelligence.
Generative AI: Prompt Engineering Basics
IBM
Learn prompt patterns, zero-shot and few-shot techniques, and prompt injection mitigation strategies.
OpenAI Prompt Engineering Guide
OpenAI
Official OpenAI documentation on tactics and systematic strategies to get better results from large language models.
Prompt Engineering Interactive Tutorial
Anthropic
Hands-on guidance and best practices for creating effective prompts with modern LLMs like Claude.
Elements of AI: Introduction to AI
University of Helsinki
A world-renowned introductory course covering what AI can and cannot do, neural networks, and probability basics.
Introduction to Artificial Intelligence (AI)
IBM
Learn the essentials of AI, machine learning, deep learning, neural networks, and industry ethics.
Microsoft Azure AI Fundamentals: Get Started with Artificial Intelligence
Microsoft Learn
Explore foundational artificial intelligence concepts including computer vision, NLP, and conversational agents on Azure.
Generative AI for Everyone
DeepLearning.AI
Andrew Ng explains generative AI fundamentals, how large models work, and how individuals can deploy AI in work.
ChatGPT Prompt Engineering for Developers
DeepLearning.AI
Master foundational prompt engineering principles and best practices directly from OpenAI and DeepLearning.AI.
Introduction to Large Language Models
Google Cloud
Learn what Large Language Models (LLMs) are, their common use cases, and how prompt tuning can boost performance.
Introduction to Generative AI
Google Cloud
An introductory microlearning course explaining what Generative AI is, how it works, and how it differs from traditional ML.
AI for Everyone
DeepLearning.AI
A beginner-friendly introduction to artificial intelligence, covering key terminology, realistic capabilities, and business applications.
Advanced Blockchain Architecture
edX
Scalability solutions, consensus mechanisms, and blockchain protocol design
Tokenomics and Crypto Economics
Coursera
Economic models, token design, and incentive mechanisms in blockchain systems
Blockchain Security and Auditing
Udemy
Security best practices, smart contract auditing, and vulnerability assessment
Web3 and Decentralized Applications
freeCodeCamp
Build decentralized apps with Web3.js and interact with blockchain networks
Cryptocurrency Trading and Investment
Udemy
Crypto market analysis, trading strategies, and portfolio management
NFTs, Crypto Art, and Digital Assets
Udemy
Understanding non-fungible tokens, digital ownership, and crypto art markets
Blockchain and Business
edX
Enterprise blockchain applications and Hyperledger frameworks for business
Smart Contracts
Coursera
Learn to write, test, and deploy smart contracts on blockchain platforms
DeFi and the Future of Finance
Coursera
Explore decentralized finance protocols, smart contracts, and financial applications
Ethereum and Solidity: The Complete Developer's Guide
Udemy
Build production-ready Ethereum dApps and learn Solidity programming
Bitcoin and Cryptocurrency Technologies
Coursera
Understand how Bitcoin works and the technology behind cryptocurrencies
Blockchain Basics
Coursera
Introduction to blockchain technology, cryptocurrencies, and distributed ledger systems








Architecture Patterns
Pluralsight
Software architecture patterns
Testing (Jest & React Testing Library)
Testing Library
Testing React applications
HTML & CSS Basics
freeCodeCamp
Learn HTML and CSS fundamentals
