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workshops

One repository for some of the workshops I'm giving

Workshops

Machine Learning & Deep Learning

  • mlzoomcamp-deep-learning - Deep Learning with PyTorch workshop covering image classification, transfer learning, and model deployment. Learn to build CNNs using PyTorch instead of TensorFlow/Keras.

  • mlzoomcamp-fastapi-uv - Deploying ML models with FastAPI and uv. Modern approach to ML deployment using Scikit-Learn pipelines, FastAPI instead of Flask, and uv for dependency management.

  • mlzoomcamp-serverless - Machine Learning and Deep Learning model deployment with Serverless. Deploy Scikit-Learn and deep learning models using AWS Lambda, Docker, and ONNX.

  • mlzoomcamp-k8s - Model deployment with Kubernetes and ONNX. Deploy ML models using Kubernetes with Kind, including autoscaling with HPA and health checks.

AI Agents & RAG

  • agents-mcp - Agents and MCP (Model Context Protocol) workshop. Deep dive into function calling, OpenAI Agents SDK, PydanticAI, and building MCP servers for agents.

  • coding-agent - Create a coding agent that generates Django applications from a single prompt. Build an agent with file operations, bash commands, and AI-powered code generation.

  • agent-skills - Coding agent with skills and commands. Extend your coding agent with modular capabilities and user-facing shortcuts inspired by Claude Code.

  • rag-evaluations - RAG evaluations workshop covering how to evaluate RAG systems and Agentic RAG implementations with metrics like Hit Rate and MRR.

  • guardrails - Guardrails for AI agents. Learn to make AI agents safer with input and output guardrails to prevent harmful behavior and keep agents on-topic.

Development Tools & Workflows

  • vibe-coding - Introduction to Vibe Coding with AI-assisted development tools including chat applications, coding assistants, IDEs, project bootstrappers, and agents.

  • dezoomcamp-docker - Docker and PostgreSQL data engineering workshop. Learn Docker fundamentals, containerization, data ingestion, and Docker Compose for data engineering workflows.

  • temporal.io - Workshop materials for Temporal.io workflows and distributed systems.

Libraries & Tools

  • agents-lib - Library and utilities for working with AI agents.

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