Must_Know_Resources 👩‍💻 👨‍💻

The repository contains learning path for some domains and interesting must to do things in tech field as a College Student.:woman_student: :man_student:
🌟🌟🌟🌟 Feel Free to Star and Fork Repo 🌟🌟🌟🌟

Let's Begin then 🏌️‍♀️

Contents

• WEB DEVELOPMENT
• COMPETITIVE PROGRAMMING
• MACHINE LEARNING
• DATA ANALYST
• ANDROID APP DEVELOPMENT
• UI AND UX
• PENETRATION TESTING AND BUG BOUNTY
• FRAME WORKS
• VERSION CONTROL TOOLS
• TECH ARTICLE WRITING
• MUST KNOW HACKS

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WEB DEVELOPMENT

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• FREE CODE CAMP

HTML :

• Learn HTML Codeacademy

CSS :

• Learn CSS Codeacademy

JAVA SCRIPT :

• Learn Java Script Codeacademy
• JavaScript Repo

BootStrap

• Lear BootStrap Codeacademy

Hosting

• Host a static website for FREE on GitHub

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COMPETITIVE PROGRAMMING

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Coding Platforms

• Beginners - Practice @ GeeksForGeeks
• Beginners - HackerRank (Must do for a Beginner)
• Beginners - HackerEarth
• Long Challenge and Short Contest - CodeChef
• Short Contest - CodeForces
• Mathematics - Project Euler
• Data Structures and Algorithms - LeetCode (For Data-Structures and Algos)

Important Data Structures:

• Vectors (Dynamic Arrays)

• Strings

• Linked List

• Stack

• Queue

  • Queue
  • Priority Queue
  • Deque

• Sets

  • Set
  • Unordered Set
  • Multiset

• Map

  • Map
  • Unordered Map
  • Multimap

• Hash Tables

• Disjoint-Set Data Structures

• Trie

• Segment Tree

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Asymptotic Analysis (Big-O Notation)

• Time Complexitiy Analysis

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Searching

• Linear Search
• Binary Search

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Sorting

• Selection Sort
• Bubble Sort
• Insertion Sort
• Merge Sort
• Quick Sort
• Heap Sort
• Radix Sort
• Count Sort

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Mathematics:

Playlists

• CodeNcode - https://www.youtube.com/watch?v=VW85xQ6GJP4&list=PL2q4fbVm1Ik6DCzm9XZJbNwyHtHGclcEh

Number Theory

• Prime Number Generation (Sieve, Segmented Sieve)
• Euler Totient Theorem
• Fermat’s Theorem
• HCF & LCM (Euclid)
• Linear Diophantine Equations (Extended Euclid)
• Modulus Arithmetic (addition,multiplication,subtraction,modular Inverse)

Probability

• Basic Probability and Conditional Probability
• Random Variables
• Probability Generating Functions
• Expectation
• Probability Distribution [Binomial, Poisson, Normal,Bernoulli]

Linear Algebra

• Multiplication ( Strassen's algorithm ), Logarithmic exponentiation
• Matrix Transformations [ Transpose, Rotation Of Matrix, Representing Linear Transformations Using Matrix ]
• Determinant , Rank and Inverse Of Matrix [ Gaussian Elimination , Gauss Jordan Elimination]
• Solving System Of Linear Equations
• Matrix Exponentiation To Solve Recurrences

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Game Theory - https://www.youtube.com/watch?v=_thN1Rp_FRA

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Graphs:

Playlists

• CodeNCode - https://www.youtube.com/watch?v=eRkqvQtm4DU&list=PL2q4fbVm1Ik4liHX78IRslXzUr8z5QxsG

Graph Representation

• Adjacency Matrix
• Adjacency List

Graph Types

• Directed
• Undirected
• Weighted
• Unweighted
• Euler

Graph Concepts

• DFS
• BFS
• Strongly Connected Component
• Connected Component
• Cycle Detection
• Articulation Points
• Bridges
• Topological Sorting
• Bipartite Checking
• Flood-fill algorithm

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Graph/Tree Algorithms

• Prim’s Algorithm
• Kruskal Algorithm
• Dijkstra
• Bellman Ford
• Floyd Warshall’s Algorithm
• Euler Tour

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Dynamic Programming

Playlists

• Tushar Roy - https://www.youtube.com/watch?v=8LusJS5-AGo&list=PLrmLmBdmIlpsHaNTPP_jHHDx_os9ItYXr
• GeeksforGeeks - https://www.youtube.com/watch?v=mmjDZGSr7EA&list=PLqM7alHXFySGbXhWx7sBJEwY2DnhDjmxm

Classical Problems

• Fibonacci Series
• Longest Common Substring
• Longest Increasing Subsequence
• Longest Palindromic Substring
• Edit Distance
• Egg Dropping Puzzle
• Integer Knapsack
• Longest Common Subsequence
• Longest Substring Without Repeating Character
• Matrix Chain Multiplication
• Max Size Square Submatrix With One
• Maximum Length Chain

CP ALGORITHMS :

• CP-Algorithms

List of Programming Contests

1. ACM ICPC (Olympics of Programming)
2. Google KickStart
3. Google CodeJam
4. Google HashCode
5. FaceBook Hacker Cup
6. TCS CodeVita
7. HackWithInfy
8. Codechef Long Challenge
9. Codechef Cook-Off
10. Codechef Lunchtime
11. Codeforces Rounds Div1 & Div2
12. Coding Block's CodeSule

List of Upcomming contests - https://clist.by/

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MACHINE LEARNING

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GET INTUITION OF FIELD FIRST

GET SORTED OUT BETWEEN DEEP LEARNING ,MACHINE LEARNING , AI AND DATA SCIENCE

• MUST READ BLOG
• THIS VIDEO WILL HELP

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MATHEMATICS REQUIRED :

• Linear Algebra :
  • Playlist : Khan-Academy
  • Gilbert Strang : Playlist
• Calculas :
  • Playlist : 3blue1brown
  • Notes : The Learning Machine
• Probability :
  • Playlist : Khan-Academy
• Statistics :
  • Read Out : Machine Learning

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PYTHON FOR ML :

• Python Tutorial For Begineers
• Python Numpy Tutorial
• Pandas Tutorial Introduction - sentdex

MACHINE LEARNING:

• Andrew Ng's Machine Learning Course

DEEP LEARNING:

• Deep Learning Specialization by Andrew Ng

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Competitive Platforms to Showcase Skills("The best way of learning anything is by doing")

• Kaggle
• International Data Analysis Olympiad (IDAHO)
• DrivenData
• Top-Ongoing Contest Are Listed here
• To know more about such Competitions refer this

Doubt Clearing Sites :

• Medium Towards Data Science
• Analytics Vidhya
• Machine Learning Mystery

Repo To Have glance Once :

• Machine Learning frameworks, libraries and software.
• TensorFlow
• scikit-learn

USEFUL LINKS :

• Matplotlib Crash Course Python Tutorial
• CS229: Machine Learning
• Pioneers in the Field - People you need to follow

AWESOME RESERACH PAPER:

• Trending Research

Comprehensive Roadmap

• A Complete Machine Learning Roadmap made by Daniel Bourke.

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DATA ANALYST

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Skills Required for Data Analysts

1. Programming Languages (Python/R)
2. Data Visualization
3. Data Warehousing
4. SQL Databases
5. Database Querying Languages
6. Data Mining, Cleaning and Munging
7. Advanced Microsoft Excel
8. Machine Learning

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ANDROID APP DEVELOPMENT

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Complete Roadmap:

This Roadmap follows the path of JAVA. Feel free to implement in the language of your choice.

1. User Interface - https://www.udacity.com/course/android-basics-user-interface--ud834
2. User Input - https://www.udacity.com/course/android-basics-user-input--ud836
3. Multiscreen Apps - https://www.udacity.com/course/android-basics-multiscreen-apps--ud839
4. Networking course - https://www.udacity.com/course/android-basics-networking--ud843
5. Data Storage course - https://www.udacity.com/course/android-basics-data-storage--ud845
6. Developing Android Apps course - https://www.udacity.com/course/new-android-fundamentals--ud851
7. Advanced Android App Development - https://www.udacity.com/course/advanced-android-app-development--ud855
8. Firebase in a weekend - https://www.udacity.com/course/firebase-in-a-weekend-by-google-android--ud0352
9. Material Design Course - https://www.udacity.com/course/material-design-for-android-developers--ud862

Basics Of Andriod App Development :

1. Coursera : Specialization
2. Youtube: Playlist

Layouts in android studio:

• Playlist

Android with JAVA :

• UDEMY COURSE

• Developer Guides|Android Developers

• JavaDoc

• YoutTube Course

• Published Android Project on Geeks for Geeks

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UI AND UX

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3D Assests for UI :

1. Handz - Handz design.
2. Toy Faces - amritpaldesign.com/toy-faces.
3. Ui8 - https://ui8.net/emelyanovk/products/m
4. MacOS Big Sur Icons - https://www.behance.net/gallery/10054
5. Superscene Pro - https://superscene.pro/
6. 3ddd - https://3ddd.casa/

Prototye Tools :

1. Draftium - https://app.draftium.com
2. Spirit App - https://spiritapp.io
3. Google Web Designer- https://webdesigner.withgoogle.com
4. Prototyp- https://prototyp.in
5. Motion UI- https://zurb.com/playground/motion-ui
6. Paste App- https://pasteapp.com
7. Stylie- https://jeremyckahn.github.io/stylie/

UI kits

1. https://www.uplabs.com/posts/listenin
2. https://www.behance.net/gallery/87629
3. https://www.bypeople.com/css-bootstra
4. https://www.figma.com/file/J1uPSOY5k5
5. https://janlosert.com/store/webflow-c

Mockup UI Tools

1. Mockup frames: https://www.mokupframes.com
2. Screenspace Studio: https://www.screenspace.io/studio
3. Threed: https://threed.io
4. Hamok: https://hamok.io/

UI design illustrations:

1. Shape.so
2. Magic Pattern
3. Indian Doodle by Iconscout
4. LS Graphics
5. Shapefest
6. Stubborn.fun

3D Mockup Tools :

1. Naker.io
2. Box Shot
3. Drama.app
4. Vectary

Trendy Icons Set

1. Neumorphism Icon Set: https://www.figma.com/file/MJjDaKFISl
2. Isometric Love : https://www.isometriclove.com
3. Orion Icons : https://orioniconlibrary.com
4. Round Icons : https://roundicons.com/vector-free-icons/
5. Strealine Icons : https://streamlineicons.com
6. Pure Sugar : https://uibundle.com/products/pure-su...
7. Unicons : https://iconscout.com/unicons
8. Symbol Icons : https://symbolicons.com/free

Best Illustrations

1. Control.rocks - https://control.rocks
2. 3D Mockup: https://www.behance.net/gallery/91364...
3. 3D Letters: https://www.behance.net/gallery/67550...
4. Absurd Designs: https://absurd.design/
5. Paaaterns!: https://products.ls.graphics/paaatterns/
6. Open Peeps: https://www.openpeeps.com/
7. Paper Illustrations: https://iconscout.com/paper-illustrat...
8. Illlustrations: https://illlustrations.co/
9. GetIllustrations: http://www.getillustrations.com/

Colour Tools(colour Pallete)

https://colorleap.app/home https://colors.eva.design/ https://calcolor.co/ https://www.happyhues.co/

Colour Theory

https://www.colormatters.com/

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PENETRATION TESTING AND BUG BOUNTY

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Resources you can have a perfect start with

• The Web Application Hacker's Handbook

• OWASP Testing Guide

• Resources-for-Beginner-Bug-Bounty-Hunters

• Jhaddix Bug Hunting Methodology

Read as much as you can to know what's going new in this field

• Follow some infosec and other cybersecurity related stuff on medium.
• For Bug Bounty hunters read reports on hactivity and pentester.lands

Watch tutorials (Bug Hunting) on YouTube!

• JackkTutorials on YouTube
• DEFCON Conference videos on YouTube
• Hak5 on YouTube
• Penetration Testing in linux
• Null-Byte

For Cybersecurity Ebooks

• Check here

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VERSION CONTROL TOOLS

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• Git
• Git is the tool, GitHub is the service for projects that use Git.
  • Git & GitHub Tutorial for Beginners

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Web Frameworks

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• What is Frame Work and Types of Frame Work : Blog
• Frameworks for Web Applications : Web Frameworks

JAVA

• Spring FrameWork

PYTHON

• Django
• Flask

JAVASCRIPT

• Angular
• Vue
• React (Frontend Library)
• Express (Backend Framework)

RUBY

• Ruby on Rails

STACKS

• MEAN (MongoDB, Express.js, AngularJS, and Node.js)
• MEAN (MongoDB, Express.js, ReactJS, and Node.js)
• MEVN (MongoDB, Express.js, VueJS, and Node.js)
• LAMP (Linux, Apache, MySQL, and PHP)

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TECH ARTICLE WRITING

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• Try to write 🖋️ article on every new thing you learn there are various platforms where you can share your knowledege through tech articles .Also can read some other similar minded peoples blog .

MEDIUM

• How to write on MEDIUM : First Article Writing
• How to write TECH Article on MEDIUM : Technical Article What to Include

GeeksForGeeks

• How to Contribute in gfg : Contribute gfg Many platforms you can discover but do share your knowledege .

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MUST KNOW HACKS

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Complete DSA in JAVA:

• PepCoding

Online Courses/Tutorials:

1. Coursera
2. Udacity
3. Eduonix
4. Udemy
5. w3schools
6. Sololearn
7. Youtube

Youtube Channels:

1. Hitesh Choudhary (All kinda stuff) - https://www.youtube.com/user/hiteshitube
2. Telusko (Python and Java) - https://www.youtube.com/user/javaboynavin
3. Rachit Jain (Full Stack) - https://www.youtube.com/channel/UC9fDC_eBh9e_bogw87DbGKQ
4. Gaurav Sen (Algorithms) - https://www.youtube.com/channel/UCRPMAqdtSgd0Ipeef7iFsKw
5. Abdul Bari (Algorithms) - https://www.youtube.com/channel/UCZCFT11CWBi3MHNlGf019nw
6. Geeks For Geeks (Algorithms/DSA) - https://www.youtube.com/channel/UC0RhatS1pyxInC00YKjjBqQ
7. Freecodecamp (All kinda stuff) - https://www.youtube.com/channel/UC8butISFwT-Wl7EV0hUK0BQ
8. Web Dev Simplified (Web Dev) - https://www.youtube.com/channel/UCFbNIlppjAuEX4znoulh0Cw
9. Traversy Media (Full Stack) - https://www.youtube.com/user/TechGuyWeb
10. Net Ninja (Javascript and Libraries) - https://www.youtube.com/channel/UCW5YeuERMmlnqo4oq8vwUpg
11. Dennis Ivy (Django) - https://www.youtube.com/channel/UCTZRcDjjkVajGL6wd76UnGg
12. Mtechviral (Flutter) - https://www.youtube.com/channel/UCFTM1FGjZSkoSPDZgtbp7hA

Meetups - www.meetup.com

Code Visualisation

• C++ Code Visualisation
• JAVA Code Visualisation
• PYTHON Code Visualisation

Complete GeeksforGeeks Website in a book format🔥🔥🔥🔥🌟🌟🌟

Link - https://github.com/dufferzafar/geeksforgeeks.pdf/releases

How to apply for financial aid on Coursera

• Youtube Link
• Official blog from coursera
  Advice : Don't Forget to implement something from what you have learned !:100:

A sepcial thanks to all Contributors @maneprajakta,@kothariji, @anupam-kumar-krishnan,@karan0805 ,@arjunsingh64, @WaderManasi,@anushka-deshpande,@kkhitesh 💜