syllabus — 4 months · 16 weeks
Syllabus.
9 weeks core track · 4 weeks agentic concepts · 2 weeks production & deployment · 1 week final presentation
week 1
- Syntax
- Functions
- Collections
- Classes
- Modules
week 2
- APIs
- Files
- Packages
- Virtual Environments
- Async Basics
week 3
- Tokens
- Context Windows
- Model Types
- LLM APIs
week 4
- System / User Messages
- Prompting
- Context
- JSON / Pydantic Outputs
week 5
- Text
- Images
- Documents
- Audio
- Practical API Applications
week 6
- Functions
- Tools
- Schemas
- Executing External Actions
week 7
- Hugging Face
- Ollama
- Local Models
- Model Selection
week 8
- Embeddings
- Similarity
- Semantic Search
- Vector Databases
week 9
- Documents
- Chunking
- Embeddings
- Retrieval
- Context Injection
week 10
- Retrieval Strategies
- Reranking
- Hybrid Search
- Citations
week 11
- Test Datasets
- Hallucinations
- RAG Evaluation
- LLM-as-Judge
week 12
- Agent Loops
- Tools
- Memory
- State
- Planning
week 13
- Agent SDKs
- Orchestration
- Multi-Agent Workflows
week 14
- MCP
- External Tools
- APIs
- Databases
- Third-Party Services
week 15
- FastAPI
- Docker
- Deployment
- Security
- Monitoring
- Cost
week 16
- Finalization
- Testing
- Deployment
- Presentation