- Learn the basics of Javascript with a focus on solving general purpose programming problems

- Use modern features like async/await, import/export, and class

- Solve a combination of classic text based programming problems and interactive graphics exercises

- Practice your coding skills with a game project

- Learn the basics of HTML and CSS

- Develop frontend views and components using Web Components

- Design responsive single page applications

- Connect a web app to data using third-party APIs

- Learn REST API design principles

- Develop an API using node.js/express.js

- Write database queries for MongoDB

- Deploy a complete web app

See an example of a student project.
		

- Learn the basics of Python with a focus on solving general purpose programming problems

- Use Python idioms that are commonly used in PyTorch and Tensorflow

- Solve a combination of classic text based programming problems and data oriented exercises

- Practice your coding skills with a game project

- Setup your local ML development environment

- Use PyTorch starting with pre-trained models and public datasets

- Learn production ready natural language processing and machine vision techniques 

- Practice hyperparameter tuning using iPython notebooks

- Learn how reinforcement learning (RL) and generative adversarial networks (GAN) work

- Dive deep into CNNs, RNNs, and ML hardware 

- Design and run a small ML research experiment

- Use cloud based TPUs to train a larger network
		

- Learn C with a focus on pointers and types

- Use compilers and embedded debugging techniques

- Solve a combination of classic text based programming problems and interactive graphics exercises

- Practice your coding skills with a game project using raylib

- Setup your local embedded development environment

- Bring up prototype hardware using dev boards

- Write a device driver and learn to read datasheets

- Develop a task based embedded application using FreeRTOS

- Add a network stack with lwip

- Implement boot and OTA update firmware

- Use PyTorch to add edge inference capabilities

- Deploy a complete ML + IoT application
                

- Learn the basics of digital logic and how to verify correctness

- Use Verilog to describe hardware and Javascript to generate Verilog code

- Visualize circuits and sequencing with simple web based techniques

- Practice your skills with a I/O module project

- Learn about the most common types of CPU microarchitectures

- Implement the basic building blocks of a CPU

- Explore memory hierarchy and GPU/TPU design

- Design a custom ISA and CPU

- Learn how to do semiconductor timing analysis

- Develop an understanding of physical design heuristics

- Practice manual layout and study clock, reset, and power networks 

- Design and simulate an SoC