Rap's favorite courses to teach

Data, Machine Learning, Data Science, AI

Generative AI

ML, neural networks, transformers, LLMs, tokenization, vectorization, embeddings, prompt engineering, NER, CoT, API access, Retrieval Augmented Generation (RAG)

Python

Basics, lists, tuples, comprehensions, lambdas, dunder methods, Jupyter

MongoDB

Collections, querying, mongosh, projections, aggregation pipelines

PostgreSQL

SQL basics, transactions, schema mgmt, indexes, types

SQL

SQL basics, joins, where, compound conditions, keys, relationships

Data Science

Pandas, (un)supervised learning, algorithms, Matplotlib, Hugging face, Kaggle, scikit-learn

Front end web dev

A11y

ARIA, roles, semantic HTML, keyboard nav, complying with WCAG, Section 508, EAA, DDA, et al

React

JSX, components, props, hooks, routing, composition

Angular

Components, signals, signals, DI, pipes, directives, Event emitters

Vue

Components, Vue router, mixins, slots, composition, plugins, watchers

JavaScript

Basics, promises, modules, destructuring, spread, functional, JSON

HTML and CSS

Tags, forms, attributes, selectors, flex, grid, responsive, animations

Back end dev

Node

JavaScript basics, npm, package.json, git, events, async

Node with Express

All of node, Web middleware, RESTful API, JWT, env variables, jest

Intro to Python and Django

Python intro, ORM, middleware, views, signals, forms, querysets

Intro to Python and Flask

Python basics, RESTful APIs, sessions, middleware, blueprints, form handling

Cross-platform Mobile App Dev

React Native

React basics, RN components, navigation, forms, API requests, lists

Flutter

Widgets, layouts, state mgmt, navigation, async, HTTP, forms