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Program

12-Week Roadmap Your Progress Capability Tiers Capstone Project Glossary Additional Resources

Python Fundamentals

Python Basics if-else and Flow Control Loops Functions Debugging Lists Dictionaries and Structuring Data Strings and Text Editing Regular Expressions Reading and Writing Files Organizing Files Command Line Programs Web Scraping Excel Spreadsheets Google Sheets SQLite Databases PDF and Word Documents CSV, JSON, and XML Files Time, Scheduling, and Launching Programs Sending Emails, Texts, and Push Notifications Graphs and Images Text in Images (OCR)

ML Core

Dataset Statistics and Visualization Feature Engineering Algorithm Families Introduction to Neural Networks AI/ML Model Training CNNs and Computer Vision Transformers, RAG Models, and LLMs Dimensionality Reduction Model Evaluation Deployment and Monitoring Object-Oriented Programming

Hands-on Labs

All Labs Teen Mental Health Netflix Titles Catalog Heart Disease Neural Networks CV Lab 01: Image Transforms and Augmentation CV Lab 02: Convolutions and Feature Maps CV Lab 03: Model Comparison and Metrics CV Lab 04: Grad-CAM Interpretability Fruit and Vegetable Classification

Engineering Toolkit

Git and Version Control SQL for Data Science Testing and Unit Tests Data Engineering and Pipelines Communicating with Visualization

Business & Process

Framing AI Use Cases Agile Development Methodology

Gated Content

Assessments Solutions (Instructor)

Dataset Statistics and Visualization

Chapter Code Examples Assessment

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