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

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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
  • Host a website on Google App Engine
  • Continuous Development
  • Continuous Delivery on Google Cloud Platform
• 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 ⇈}

• REST
  • What is REST
• Databases
  • Cloud Firestore