AI Python Ecosystem
Understand the Python packages, runtimes, notebooks, APIs, and deployment choices used in AI work.
NumPy, Vectors, and Embeddings
Use vectors, arrays, similarity, and embeddings as foundations for modern AI applications.
Datasets and Experiment Structure
Organize prompts, examples, datasets, evaluations, and experiment outputs cleanly.
Feature Preparation Basics
Prepare text and numeric inputs for AI workflows with validation and repeatability.
Evaluation Mindset
Measure AI outputs with examples, scores, and failure categories before shipping.