๐ง AI Mastery Study Plan (12 Weeks)
๐๏ธ Week 1: AI Fundamentals
- Topics: History of AI, definitions, narrow vs. general AI
- Action Items:
- Watch:
- Google's AI Course for Beginners (10 min)
- The Age of A.I. Series
- Read:
- Artificial Intelligence: A Guide for Thinking Humans by Melanie Mitchell
- Elements of AI Course
- Udemy Course:
Artificial Intelligence A-Zโข: Learn How To Build An AI - YouTube Channels:
๐๏ธ Week 2: Machine Learning Basics
- Topics: Supervised, unsupervised, reinforcement learning; overfitting, generalization
- Action Items:
- YouTube Channels:
๐๏ธ Week 3: Deep Learning & Neural Networks
- Topics: Neural networks, CNNs, RNNs, backpropagation
- Action Items:
- Course: Deep Learning A-Zโข: Hands-On Artificial Neural Networks
- Visualize: TensorFlow Playground
- YouTube Channels:
๐๏ธ Week 4: Large Language Models (LLMs)
- Topics: Transformers, attention mechanism, GPT, BERT, pre-training/fine-tuning
- Action Items:
- Read: The Illustrated Transformer by Jay Alammar
- Use: Experiment with OpenAIโs GPT-4 and Anthropicโs Claude
- Udemy Course:
Generative AI Masters 2025 - NLP, Transformers & Gen AI - YouTube Channels:
๐๏ธ Week 5: Prompt Engineering
- Topics: Zero-shot, few-shot prompting, chain-of-thought (CoT), RAG
- Action Items:
- Guide: OpenAIโs Prompt Engineering Guide
- Practice: PromptHero and FlowGPT
- Udemy Course:
Complete Generative AI Course With Langchain and Huggingface - YouTube Channels:
๐๏ธ Week 6: Generative AI Use Cases
- Topics: Text generation, image creation, code generation, data summarization
- Action Items:
- Explore: Midjourney, ChatGPT, GitHub Copilot, Runway ML
- Create: Projects using each modality (text/image/code)
- Udemy Course:
All of AI: ChatGPT, Midjourney, Stable Diffusion & App Dev - YouTube Channels:
๐๏ธ Week 7: AI Agents and Tool Use
- Topics: Autonomous agents, ReAct, LangChain, CrewAI, Autogen, memory loops
- Action Items:
- Read: Microsoftโs AutoGen whitepaper
- Build: Simple LangChain or CrewAI agent with task chaining
- Udemy Course:
Building Gen AI App 12+ Hands-on Projects with Gemini Pro - YouTube Channels:
๐๏ธ Week 8: Memory & Long-term Context
- Topics: Episodic memory, vector databases (e.g., FAISS, Pinecone), memory architecture
- Action Items:
- Watch: LangChain Memory deep dive
- Use: Create a memory-powered chatbot with ChromaDB or Weaviate
- Udemy Course:
Complete Generative AI Course With Langchain and Huggingface - YouTube Channels:
๐๏ธ Week 9: API Integration & App Embedding
- Topics: OpenAI API, HuggingFace Inference API, Google PaLM, API authentication, rate limits
- Action Items:
- Udemy Course:
Generative AI for Beginners - YouTube Channels:
๐๏ธ Week 10: Application Frameworks & Agents in Practice
- Topics: LangGraph, LCEL, RAG pipelines, plugin tools
- Action Items:
- Build: AI assistant with search, memory, RAG, and app tools
- Use: LangGraph, LCEL, AutoGen Studio
- Udemy Course:
Building Gen AI App 12+ Hands-on Projects with Gemini Pro - YouTube Channels:
๐๏ธ Week 11: Specialized Generative Use Cases
- Topics: Agents for research, task execution, QA bots, project planning
- Action Items:
- Build: Research assistant with semantic memory and multi-agent tasking
- Test: Use AI to generate content, automate planning, and assist with coding
- Udemy Course:
Generative AI for Personal Productivity: Get More Done - YouTube Channels:
๐๏ธ Week 12: Final Project & Deployment
- Ideas:
- AI-powered research bot with memory and tool access
- Multi-agent system with delegation and contextual reasoning
- Plugin-based AI that integrates memory, APIs, and productivity tools
- Deliverables: