AI Agent Engineer: From Zero to Production

Comprehensive course on AI Agent Engineering — from Python & ML foundation, NLP & LLMs (LLaMA, Mistral, Qwen, Phi), RAG with Vector DB (FAISS, Milvus, Pinecone), to building AI Agent systems with LangChain, LlamaIndex, CrewAI, LangGraph. Practice Fine-tuning, Prompt Engineering, Tool Calling, Multi-Agent. Deploy production with FastAPI, Docker, Microservices, MLOps, CI/CD on AWS/Azure/GCP. Fully meets AI/ML Engineer recruitment requirements at leading technology companies.

Part 1: Foundation — Python, ML & AI Tooling

Lesson 1: Python for AI Engineers — Ecosystem & Best Practices120 min Lesson 2: Machine Learning Pipeline — From Data to Model150 min Lesson 3: Deep Learning & Neural Networks Essentials150 min

Part 2: NLP & Large Language Models (LLMs)

Lesson 4: NLP Fundamentals — Tokenization, Embeddings & Transformer180 min Lesson 5: LLM Deep Dive — LLaMA, Mistral, Qwen, Phi150 min Lesson 6: Fine-tuning LLMs — LoRA, QLoRA & PEFT180 min Lesson 7: Prompt Engineering & LLM Evaluation120 min

Part 3: RAG, Embeddings & Vector Database

Lesson 8: Embeddings & Semantic Search Fundamentals150 min Lesson 9: Vector Database — FAISS, Milvus, Pinecone180 min Lesson 10: RAG Pipeline — LangChain & LlamaIndex180 min Lesson 11: Advanced RAG — Reranking, HyDE & Self-RAG150 min

Part 4: AI Agent & Agent-based Systems

Lesson 12: AI Agent Fundamentals — Concepts & Architecture150 min Lesson 13: Tool Calling, Function Calling & ReAct Pattern180 min Lesson 14: Multi-Agent Systems — CrewAI, AutoGen & LangGraph180 min Lesson 15: Memory, Planning & Reasoning in AI Agent150 min Lesson 16: Building Production AI Agent — End-to-End Project240 min

Part 5: APIs, Microservices & MLOps

Lesson 17: FastAPI for AI Services150 min Lesson 18: Docker & Microservices Architecture for AI150 min Lesson 19: MLOps — CI/CD, Monitoring & Model Registry150 min

Part 6: Deploy AI System Production

Lesson 20: Cloud Deployment — AWS, Azure & GCP for AI180 min Lesson 21: Scaling, Caching & Cost Optimization150 min Lesson 22: Security, Guardrails & Responsible AI150 min