DigitalProductschool/eng-resources

A curated list of learning resources for the DPS program.

The ENG List

An extensive list of all tech related resources curated by the batchlings.

Contents

Languages

Python
Javascript

Front-End Development

HTML
CSS
Frameworks
- React

Back-End Development

Frameworks
- Node.js
- Express

AI/ML resources

Framework/Library
- Tensorflow
  - Keras
- Pytorch
  - Fast.ai

DevOps

Google Cloud
AWS lambda
AWS Elastic Beanstalk
Microsoft Azure Functions

Development Environment

Git
GitHub

Concepts

REST
Databases

Languages ^{Back ⇈}

Python
- Google's Python Class
JavaScript
- Mozilla's JavaScript Guide

Front-End Development ^{Back ⇈}

HTML and CSS
HTML
CSS
- Grid
- Grid Garden
- Flexbox (when you registed, you'll see access to flexbox as well)

Frameworks

React
- Understand React's main concepts
- What's create-react-app?
- Understand how to use react-router
- Why is server-side rendering important?

Back-End Development ^{Back ⇈}

Frameworks

Node.js
Express

AI/ML Resources^{Back ⇈}

Framework/Library

Comparison of two popular framework

Tensorflow

Tensorflow has well made official tutorial for beginners
Tensorflow 2.0
- Integrated with Keras
- Eager execution, which emphasized imperative programmin instead of session-based model
  - What Are Symbolic and Imperative APIs
  - Tensorflow 2.0 — Create and Train a Vanilla CNN on Google Colab

Keras

Keras sits atop of Tensorflow(and others like Theano and Deeplearning4j)
Tensorflow 2.0 official doc has nice tutorials of Keras
- Basic classification: Classify images of clothing
- Text classification with TensorFlow Hub: Movie reviews

Pytorch

Awosome Pytorch list
- Document which have resources (1) Pytorch & related libraries (2) Tutorials & examples (3) Paper implementations (4) Talks & Conferences
If you are familiar with basic tensor operations, WHAT IS TORCH.NN REALLY?
Pytorch for Numpy Users

fast.ai

FastAI was built on top of Pytorch and will have additional helper functions
forum, course and official blog are only and best way to learn.

DevOps ^{Back ⇈}

Google Cloud
AWS Lambda
AWS Elastic Beanstalk
Microsoft Azure Functions

Development Environments ^{Back ⇈}

Git
- https://learngitbranching.js.org/
- What's git branch? How to create one?
- How to merge branches? What's git rebase?
- What's git stash? What's git cherry-pick?
- What's squash, fixup & drop in the context of commits?
GitHub
- What's GitHub fork?
- How to make a Pull Request to someone else's repository
- How to create GitHub issue?

Concepts ^{Back ⇈}