LEADAI Originals + Curated AI Courses
LEADAI originals + curated free resources, organized by the LEAD (Ask-Use-Manage-Build) framework.
Introduction to Generative AI 2024 Spring
18 lectures covering GenAI fundamentals through image generation, no prerequisites.
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ML 2025 Spring — Advanced LLM
Covers LLM internals, Mamba architecture, fine-tuning, and reasoning.
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GenAI + ML 2025 Fall (10 hands-on assignments)
Combined intro to GenAI and ML with hands-on Google Colab assignments.
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ML 2021 Spring (CNN, RNN, Transformer, GAN)
Classic ML/DL course covering CNN, RNN, Transformer, BERT, GAN.
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Applied Deep Learning 2024 Fall
Covers Transformer, BERT, LoRA fine-tuning, RAG, conversational AI, agents, deployment.
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AI: Search & Logic (Yu Tian-Li)
AI search algorithms and logic reasoning fundamentals.
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AI: Learning & Theory (Yu Tian-Li)
Machine learning theory fundamentals.
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ML Foundations — Math (Hsuan-Tien Lin)
Mathematical foundations of machine learning.
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ML Foundations — Algo (Hsuan-Tien Lin)
Algorithmic foundations of machine learning.
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NTHU Deep Learning OCW
NTHU open courseware on deep learning.
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NTHU Free AI Online Course Series
No-prerequisite AI introductory course series.
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Python for AI (Tsai Yen-Lung)
Introduction to AI programming with Python.
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SME Online University AI Zone (40+ courses)
Free AI application and management courses for SMEs.
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Government e-Learning AI Courses
AI literacy and digital transformation courses for civil servants.
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MOE iLink AI Teacher Academy
Ministry of Education AI teaching application training for teachers.
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Junyi Academy CS/AI Section
K-12 level AI literacy foundational content.
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Claude 101
Claude feature overview — emails, summaries, brainstorming.
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AI Fluency: Framework & Foundations
Fundamental thinking frameworks for AI collaboration. ~4 hrs.
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AI Fluency for Educators
AI fluency course designed for educators.
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AI Fluency for Students
AI fluency course designed for students.
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Teaching AI Fluency
How to design AI fluency curriculum. ~3 hrs.
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Claude Code in Action
Terminal setup and AI coding workflows. ~3 hrs.
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Building with the Claude API (~13hr)
Complete Claude API course: system prompts, tool use, context windows, architecture.
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Introduction to Model Context Protocol
MCP servers/clients, tools, resources, and prompts primitives. ~4 hrs.
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MCP: Advanced Topics
Sampling, notifications, file system access, transport mechanisms. ~6 hrs.
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Introduction to Agent Skills
Reusable markdown instructions and custom commands for Claude Code. ~4 hrs.
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Claude with Amazon Bedrock
Claude integration via AWS Bedrock. ~3 hrs.
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Claude with Google Cloud Vertex AI
Claude integration via Google Vertex AI. ~3 hrs.
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Introduction to Claude Cowork
Introduction to Claude's collaborative work features.
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Introduction to Subagents
Multi-agent architectures.
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AI Capabilities and Limitations
Understanding what AI can and cannot do.
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AI Fluency for Nonprofits
AI use cases for nonprofits.
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Introduction to GPTs & ChatGPT Basics
Beginner-friendly intro to GPT models, setup, best practices.
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Introduction to Prompt Engineering
Effective prompt crafting strategies and templates.
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Advanced Prompt Engineering
Advanced prompting techniques for complex tasks.
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ChatGPT & Reasoning
How AI approaches complex logical challenges.
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ChatGPT Search
Live internet search integration and source verification.
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Deep Research
Reinforcement learning for comprehensive research tasks.
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ChatGPT for Data Analysis
Analyzing spreadsheets and drawing insights with natural language.
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ChatGPT for Writing and Coding
Drafting articles and automating coding tasks.
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Multimodality Explained
Processing text, images, and audio; accessibility and creative work.
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ChatGPT Projects
End-to-end project examples and hands-on automations.
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OpenAI, LLMs & ChatGPT
Foundational overview of LLM architecture and ChatGPT applications.
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Introduction to Generative AI (Traditional Chinese)
Google's official 45-min intro course, fully in Traditional Chinese.
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Introduction to Generative AI
What generative AI is, how it works, LLM basics, responsible AI.
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Google AI Essentials (~10hr)
Google's official AI essentials series from basics to applications.
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GenAI Learning Path (Skills Boost)
Google Cloud's generative AI learning path.
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GenAI for Developers Learning Path
Vertex AI, Gemini API, prompt engineering, AI agents.
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GenAI Leader Certification Path
Gemini Advanced, NotebookLM, Google AI Studio for business.
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Google Cloud AI Study Jam 2025 Taiwan
Google Cloud Taiwan AI hands-on study jam.
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Generative AI for Beginners (GitHub, 21 lessons)
Microsoft open-source course with videos, code examples, challenges. Traditional Chinese subtitles.
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AI for Beginners (GitHub, 24 lessons)
12-week AI fundamentals curriculum.
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AI Agents for Beginners (GitHub, 12 lessons)
AI Agent architecture and implementation.
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Introduction to GenAI and Agents (Microsoft Learn)
GenAI and Agents introduction on Microsoft Learn.
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Microsoft Learn AI Hub (Traditional Chinese)
Microsoft AI learning hub with Traditional Chinese interface.
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AI-900 Azure AI Fundamentals
Azure AI fundamentals certification course.
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ChatGPT Prompt Engineering for Developers
With OpenAI — LLM fundamentals, prompt best practices, summarizing, inferring.
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Generative AI for Everyone
Andrew Ng's GenAI course for everyone. ~10 hrs.
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AI for Everyone
Andrew Ng's AI course for everyone with Chinese subtitles. ~10 hrs.
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LangChain for LLM Application Development
Chains, memory, agents, tools for building LLM apps.
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Building Systems with the ChatGPT API
Building end-to-end systems with LLMs.
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LangChain: Chat with Your Data (RAG)
RAG architecture, chatbots interfacing with private data.
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Multi AI Agent Systems with crewAI
Multi-agent workflow automation.
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AI Python for Beginners
Python programming with AI assistance.
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Agent Skills with Anthropic
Equipping agents with expert knowledge.
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Building Coding Agents with Tool Execution
Agents that write and execute code.
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Governing AI Agents
Data governance in agent workflows.
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Build AI Apps with MCP Servers
LLM apps with Model Context Protocol.
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Open Source Models with Hugging Face
NLP, audio, image tasks with Hugging Face open-source models.
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Gemini CLI: Code & Create with Open-Source Agent
CLI-based AI application building.
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Harvard CS50 AI with Python
Harvard's intro to AI course, 7 weeks, Python implementation.
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Stanford CS221: AI Principles & Techniques
Stanford's core AI course — search, logic, machine learning.
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Stanford CS229: Machine Learning
Andrew Ng's classic machine learning course.
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Stanford CS224N: NLP with Deep Learning
NLP with deep learning, full lecture recordings on YouTube.
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Elements of AI
University of Helsinki AI intro, 6 modules, no programming needed. 2M+ students.
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Ethics of AI
AI ethics — fairness, transparency, accountability.
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NVIDIA Generative AI Explained (~1hr)
NVIDIA's intro to GenAI, no coding required.
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NVIDIA Building RAG Agents with LLMs
Building RAG agents with LLMs.
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IBM GenAI: Introduction and Applications
IBM's introduction to generative AI and its applications.
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IBM GenAI: Prompt Engineering Basics
IBM's prompt engineering basics course.
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IBM SkillsBuild AI Fundamentals (Traditional Chinese)
AI fundamentals with Traditional Chinese interface, includes digital badge.
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Hugging Face LLM Course
Fine-tuning, dataset curation, building reasoning models, transformers.
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Cohere LLM University
From Transformers to RAG and agents — complete LLM learning path.
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Kaggle Intro to Machine Learning
Decision trees, model building with scikit-learn.
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AWS AI & ML Skill Builder
600+ free AI/ML courses including Bedrock, PartyRock.
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Meta: Building GenAI Apps with Llama
Building production-ready AI apps with Llama models.
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freeCodeCamp GenAI Bootcamp (65hr)
65-hour free YouTube generative AI bootcamp.
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AI Safety, Ethics, and Society
Center for AI Safety's course on AI ethics and society.
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