APIs

AI and LLM

Week 4: Structured Streaming with Spark & Kafka

Week 5: Managing Unstructured Data

Q&A with Zach

Bonus - LLMs

test module

Week 1: Prompt Engineering + Basic RAG

Week 2: RAG optimizations + Reranking

Week 3: MCP and Agentic AI

Prompt Engineering

Understanding RAG

Advanced RAG and Agentic AI

Week 1: Prompt Engineering & Basic RAG

Week 2: Advanced RAG, Reranking & Dev Workflow

Week 3: Agentic AI, MCP & Automation

Data Modeling on Iceberg

Bootcamp Kickoff

Pipeline Spec Building + Airflow Fundamentals

Change Data Capture (CDC) and Analytical Patterns

Advanced Snowflake

Kickoff

Week 4: Advanced Snowflake

Week 5: Data Modeling on Iceberg

Week 6: Airflow & Pipeline Specs with Trino

Week 7: Analytical Patterns & CDC

Week 1: Building functional AI agents using LangChain

Managing Unstructured Data

Structured Streaming Kafka to Delta Live Table

Data Modeling with Iceberg and Trino

Bonus - LLMs

Q&A with Zach Wilson

TA Office Hours

Data Pipeline Maintenance

Fact Data Modeling with Apache Iceberg

Unit and Integration Testing Spark Pipelines

Streaming Pipelines with Kafka and Spark Streaming

Large Language Models

Capstone Showcases