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Notes and Learning Resources

• Introduction to GraphQL
• Using Global Node IDs received from REST API calls to fetch objects in GraphQL directly
• Forming calls with GraphQL
• Playground aka Explorer to learn and experiment with GitHub GraphQL: https://docs.github.com/en/graphql/overview/explorer
• Query: https://docs.github.com/en/graphql/reference/queries#repository
• Objects are identified by arguments. Objects have fields: https://docs.github.com/en/graphql/reference/objects#repository
• How to request GraphQL endpoint: https://docs.github.com/en/graphql/guides/forming-calls-with-graphql
• Octokit GraphQL client: use this for JS instead of own fetch()-based code, as it follows GitHub best practices
• GitHub doesn't allow unauthenticated GraphQL requests. How

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const CF = "Cloudflare"

Sustainability of CF free tier

Answer by Matthew Prince, co-founder and ceo of CF

Zones, Accounts, Profiles

https://developers.cloudflare.com/fundamentals/setup/accounts-and-zones/

Workers - global presence as edge-compute, cold-start elimination, direct interaction with cache

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• Chess Programming Wiki
• The original NNUE paper by Yu Nasu, 2018, translated from Japanese by Dominik Klein.
• NNUE implementation and illustration
• Micro-Max, a 133-line Minimalist Chess Source with explanations
• Minimax and eval functions:
  • Minimax intro
  • Evaluation function
  • Alpha-Beta pruning
  • Zobrist hashing
• Tic-Tac-Toe AI

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• async vs defer vs module attribute for <script> in HTML
• w3schools
• MDN Web Docs
• NodeJS
• nvm - NodeJS installer and version manager written in Bash!
• Eloquent JS
• You don't know JS
  • Type of any JS value: Object.prototype.toString.call(value).split(' ').pop().slice(0,-1)
  • Event-loop: MDN Docs | NodeJS | Codedamn. Await doesn't block!
  • Difference: `pro

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Resources: docs and tutorial.

Use @octokit/core.js or @octokit/request.js framework modules for interacting with the GitHub API. Don't write your own code for this.

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Compression

• take your minified JSON and turn it into a URL safe base64 string. The length of this string can be as big as this.
• make a dummy url like http://dummy.tld/<the base64 string> and shorten it using any URL shortener.
• save the unique path of the shortened url as your compressed data (henceforth called token). No need to store the domain of the shortened URL as the URL shortener would be hardcoded in your app.

Decompression

1. Reconstruct the shortened URL from the token. Try to fetch (GET) the shortened URL.
2. Parse the response for the redirect url and extract the base64 string.
3. Decode the base64.

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Static Site

Static sites are useful as personal website, portfolio, blogs, conference website, brouchureware etc.. Following are a few resources to get us started. Also see this sister gist.

Static Site Generator (SSG)

• Astro
• Vitepress for documentation
  • Easy tutorial
  • Deployment guide, includes GitHub pages using workflow/actions
• Awesome SSGs

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Following are a few resources to help understand Artifical Neural Nets / Deep Learning.

• Brilliant intro to ANN. Noteworthy: Universal Approximation Theorem
• Brilliant intro to Backpropagation
• Russel and Norvig's Artificial Intelligence, A Modern Approach, 4th Global Edition
• Lectures by Florian Marquardt: Machine learning for physicists
• CS231n.stanford.edu
• Layer and Batch normalization
• Batch vs Online learning
• Types of learning

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• Jupyter Notebooks in VS Code
• Python Virtual Environments: A Primer
• The Python Tutorial
• Single and Double Underscores in Python Names. Throwaway variable _
• Iterators and Iterables in Python: Run Efficient Iterations
• The Walrus Operator: Python's Assignment Expressions
• How do I check if a variable exists? Assignment to None
• Short circuit evaluation
• LEGB rule for Python Scope
• [A Python Quick Ref

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Uninstall then reinstall WSL on Windows 10 (clean way)

A - Uninstall wsl and related stuff

1. In powershell (as admin)

# list all installed distros
wsl -l -v

# destroy distros
wsl --unregister Ubuntu