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(mindmap) - Coggle Diagram
mindmap
AI Learning Roadmap
Phase 1: Foundations
AI vs ML vs DL vs LLM vs AGI
Labeled vs Unlabeled
Supervised vs Unsupervised
Simple ML models
Overfitting, bias, variance
Activation functions, loss functions
Phase 2: Deep Learning
Neural Networks
CNNs & RNNs
Transformers Overview
TensorFlow / PyTorch
Phase 3: LLMs & GenAI
Tokenization & Attention
Inference & Fine-Tuning
LangChain / vLLM
FastAPI Integration
Phase 4: Production & MLOps
Azure Functions / Containers
Vector Databases
RAG Architecture
Monitoring & Cost Control
Phase 5: Advanced Systems
Fine-Tuning / LoRA
Multi-modal AI
Autonomous Agents
Responsible AI