archive.md

Learn_DataScience

Learn Data_Science Everyday **if you want free links to books let me know

Some Awesome Links to checkout

• Data Scientist Roadmap
• Data Science Tutorials
• Data Science Cheatsheets
• Data science blogs

semantic segmentation

• High Quality Background Removal without green screens | Deep Matting
• What is semantic and instance segmentation?
• Instance Segmentation Vs Semantic Segmentation?
• Image Segmentation in Digital Image Processing

GAN's

• 125 - What are Generative Adversarial Networks (GAN)?

Design

• Objectified: A documentary for design
• Startups, This is How Design Works

Machine Learning

• see kaggle

Math for DS

• Articles
  • Types of Sampling: Sampling Methods with Examples
  • Sampling Techniques
  • 6 Sampling Techniques: How to Choose a Representative Subset of the Population
  • Statistics: Central Tendency
  • 5 Probability Distributions Every Data Scientist Should Know
  • Understanding Probability Distributions
  • Resource: most common distribution focused on Deep learning
  • PPS Sampling with Python
• Videos
  • Sampling and Sampling Distribution
  • Sampling a Signal, Aliasing & Nyquist Theorem

Research Papers

• GAN's
• 2014 NeurIPS paper by Ian Goodfellow
• discriminative vs generative classifiers

Notes ( get articles, videos, courses, mindmaps, infographics, books, Podcasts etc. )

How to Research

• for learning new topic
  • Questions to ask before starting anything out & assign priority here
  • use keywords like "how to learn robotics" or "best way to learn robotics" 37pg
  • find best books related to that domain & go find summary/notes for that book
    • you can use keywords like best books to learn robotics or best books to learn robotics reddit / robotics
  • best articles on how to learn robotics | robotics 37pg
  • best courses on robotics 37pg
  • best/good robotics blogs and websites
  • search youtube on how to learn robotics
  • best resources for/on leaning robotics / also search on github
  • best blogs & newsletters to follow on robotics
  • best online conf & webinars on robotics
  • best wikis on robotics
  • best podcasts on robotics
  • top robotics communities - join & collobrate
  • sites to search robotics keyword on
    • coursera
    • Khan Academy
    • Open Culture Online Courses
    • Udemy
    • Skill Share
    • LinkedIn Learning
    • Open Yale Courses
    • Academic Earth
    • Edx
    • Alison
    • University of Oxford podcasts
    • BBC Podcasts
    • Ted-Ed
    • LessonPaths
    • Resources on reddit 1
  • interact will people and ask their workflows etc.
  • No Excuse List
  • Teach Now 20 Resources for educators 2

Version Control

• GIT Paolo Perrotta – How Git Works
• Create your own Git

UI/UX & design

• https://www.awwwards.com/academy/courses/
• UX by erik Kennedy
• UI by erik Kennedy
• Shift Nudge - Interface Design Course
• [kreativepro.io] Neftali Loria - KreativePro™ Masterclass
• Udacity - UX Designer Nanodegree v1.0.0
• DevIQ - The Science of Great UI
• DevIQ - Design Like a Pro
• [Ebook] Hype4Academy - Frontend Unicorn & Designing User Interfaces
• Nguyen Le - Process Masterclass (UX Design)
• UI Design for Developers [designcode.io]
• Flux Academy - The $10k Website Process
• The Branding Masterclass: The Entire Brand Design Process
• Bruno Simon - The ultimate Three.js course
• Awwwards - Merging WebGL and HTML worlds
• Awwwards - Enrich your story with 3D. Creating stunning WebGL experiences
• the-complete-freelancing-bundle
• [E-Book] Atomic Design

web dev

• Frontend30 - Master 30 Front-end Skills
• Chris On Code - Make 20 React Apps Updated
• [JustDjango] Advanced Django Roadmap
• Kent C. Dodds - Epic React (Epic React Pro)
• [developedbyed] The Creative React and Redux Course
• [ihatetomatoes] GreenSock - Bella
• Newline.co - Fullstack Flask: Build a SaaS Application with Flask
• Newline.co - TinyHouse: A Fullstack React Masterclass With TypeScript And GraphQL
• Full-stack Deno with GraphQL, NextJS, and PostgreSQL
• [Book]Fullstack GraphQL: The Complete Guide to Writing GraphQL Servers
• [cssdemystified.com] Kevin Powell - CSS Demystified: Start writing CSS with confidence

Projects

• GreatCodeClub - Create impressive side-projects

web scraping

• Interviewespresso - Web Scrape Anything With JavaScript

JS & TS

• https://tutflix.org/resources/coding-blocks-data-structures-in-real-life-projects.2157/
• React and Typescript: Build a Portfolio Project

Self Improvement

• Dan Kennedy - Mind Hijacking

uncetagarized

• Taylor Lane – The No Bullshit Road To Remote Work
• [BOOK] Dive into Design Patterns - refactoring guru
• Educative.io - Number Systems For Computer Scientists
• [Academind] Clean Code
• Foundr - Daniel Dipiazza – Start Your Side Hustle
• Book - Ankit Singla – The Content Rulebook
• The New Money Masters - Tony Robbins

Career Dev

• Randall kanna - The Standout Developer
• [Ebook] The AlgoDaily Book: Core Essentials
• [Book] - The Complete Software Developer’s Career Guide

Finance & startu

• Ramit Sethi – Earnable (I Will Teach You To Be Rich)