Prework
Opening Session
Python Fundamentals
Git intro
Python for Data Analytics - NumPy & Pandas w/ Assignment
Python for Data Analytics - APIs & JSON
APIs & JSON Assignment
Python for Data Analytics - Web Scraping
Web Scraping Assignment
Intro to Visualization
Interactive Visualizations
Interactive Visualizations - Assignment
Design & Storytelling
Design & Storytelling - Assignment
Group Data Challenge + GitHub
Descriptive Statistics
Descriptive Statistics - Assignment
Inferential Statistics
Inferential Statistics - Assignment
Intro to Machine Learning & Regression Models (w/ Regularization) + Assignment
Inferential Statistics
Intro to Classification & Logistic Regression
Classification Assignment
Advanced Classification Models + Model Tuning
Classification + Model Tuning Assignment
Unsupervised Learning - Clustering \ Dimension Reduction + Assignment
Advanced Classification Models + Model Tuning
Unuspervised Learning - Anomaly Detection
Explainable AI - Interpretable ML
Low-Code & Auto-ML
MLOps Essentials (Model versioning & monitoring) + MLFlow + Group ML Challenge Start
Group ML Challenge
Deep Learning - Intro to TF & NNs
Deep Learning - Intro to TF & NNs - Assignment
Deep Learning - Training NNs
Deep Learning - Training NNs - Assignment
CNNs + Transfer Learning
CNN & Transfer Learning Assignment
CNN Explainability + Image Segmentation
Classical NLP & Embeddings
Attention & Transformers
NLP w/ Transformers - Assignment
Vector Databases & LLMs w/ RAG
LLMs & Agentic AI
ML Engineering: SQL Basics & Intro to Databases + Assignment
ML Engineering: Advanced SQL + Assignment
Group SQL Challenge
ML Engineering: IDE, Docker, AI-Assisted Tools
ML Engineering: Model Development & Deployment - CI/CD, Cloud + Local
Subject Matter Deep Dive and Q&A
Final Projects
Expert Roundtable: Presentation Review
Project Cleaning / Handover
Final Code Review and Technical Debrief
For all topics: Q&A + Exercises, Technical support