resources.txt

Complete Python - https://bit.ly/3AbYClH
Efficient Code Optimization techniques for Python : https://bit.ly/3tAbNsW
System Design Important terms - https://bit.ly/3Om9d3H
ML System Design Case Studies Series : https://bit.ly/3i5EDiH
System Design Case Studies
Design Messenger App : https://bit.ly/3DoAAXi
Design Instagram : https://bit.ly/3BFeHlh
Design Twitter : https://bit.ly/3qIG9Ih
Design Uber : https://bit.ly/3fyvnlT
Design TikTok : https://bit.ly/3UUlKxP
Design Netflix : https://bit.ly/3GrAUG1
Design Reddit : https://bit.ly/3OgGJrL
Design Facebook’s Newsfeed : https://bit.ly/3RldaW7
Design Amazon Prime Video : https://bit.ly/3hVpWP4
Design Web Crawler : https://bit.ly/3DPZTBB
Design API Rate Limiter : https://bit.ly/3BIVuh7
Design Dropbox : https://bit.ly/3SnhncU
Design Youtube : https://bit.ly/3dFyvvy
Design Tinder : https://bit.ly/3Mcyj3X
Design Yelp : https://bit.ly/3E7IgO5
Design Whatspp : https://bit.ly/3M2GOhP
Design URL shortener : https://bit.ly/3xP078x
All solved case studies : https://bit.ly/3dCG1rc
Most Popular System Design Questions : https://bit.ly/3E9oH7K
Complete System Design Basics Series : https://bit.ly/3rG1cfr
Things you must know in System Design -
System design basics : https://bit.ly/3SuUR0Y
Horizontal and vertical scaling : https://bit.ly/3slq5xh
Load balancing and Message queues: https://bit.ly/3sp0FP4
High level design and low level design, Consistent Hashing, Monolithic and Microservices architecture : https://bit.ly/3DnEfEm
Caching, Indexing, Proxies : https://bit.ly/3SvyVDc
Networking, How Browsers work, Content Network Delivery ( CDN) : https://bit.ly/3TOHQRb
Database Sharding, CAP Theorem, Database schema Design : https://bit.ly/3CZtfLN
Concurrency, API, Components + OOP + Abstraction : https://bit.ly/3sqQrhj
Estimation and Planning, Performance : https://bit.ly/3z9dSPN
Map Reduce, Patterns and Microservices : https://bit.ly/3zcsfmv
SQL vs NoSQL and Cloud : https://bit.ly/3z8Aa49
Most Popular System Design Questions : https://bit.ly/3Dp40Ux
Complete Data Structures Series - https://bit.ly/3hFWNax
Topics that are important in Data Structures and Algorithms ( based on ROI) : https://bit.ly/3EAud36
Complexity Analysis DSA : https://bit.ly/3fSMChP
Curated Question List 1 : https://bit.ly/3ggSDFq
Curated Question List 2 : https://bit.ly/3VrUqrj
Advanced SQL
SQL Basics and Kick start of Advanced SQL Series : https://bit.ly/3fC3Y2Q
SQL Basics, Query Structure, Built In functions Conditions : https://bit.ly/3U7dFoI
Most Important Commands, Joins and Filters : https://bit.ly/3zI6Im7
Set Theory Operations, Stored Procedures and CASE statements in SQL : https://bit.ly/3Nxj9qz
Wildcards, Aggregation and Sequences in SQL : https://bit.ly/3t11QVn
Subqueries, Group by, order by and Having clauses in SQL and Analytical Functions : https://bit.ly/3Un3eNx
Window Functions, Grouping Sets and Constraints in SQL : https://bit.ly/3DF4Dbv
BigQuery Basics, SELECT, FROM, WHERE and Date and Extract in BigQuery : https://bit.ly/3UixI3z
Common Expression Table, UNNEST Clause, SQL vs NoSQL Databases : https://bit.ly/3WI74Tr
Triggers, Pivot and Cursors in SQL : https://bit.ly/3fOUWzm
Views, Indexes and Auto Increment in SQL : https://bit.ly/3zVOg9q
Query optimizations, Performance tuning in SQL : https://bit.ly/3EeUfZL
Introduction to MySQL, PostgreSQL and Mongo DB, Comparison between MySQL and PostgreSQL and Mongo
DB, Introduction to SQL and NoSQL Databases : https://bit.ly/3DXpHKO
MySQL in Depth : https://bit.ly/3EoDRWN
PostgreSQL in Depth: https://bit.ly/3UjStw5
Complete Data Analytics Series
Data Analytics basics and kickstart of Data analytics with projects series : https://bit.ly/3EPNQEE
Business Understanding — Data Driven Decision Making, Descriptive Analysis, Predictive Analysis, Diagnostic Analysis, Prescriptive Analysis : https://bit.ly/3XADi3J
Data Analytics Ecosystem — Data Life Cycle, Data Analysis complete process ( most important things) : https://bit.ly/3i534fS
Probability, Conditional Probability, Binomial Distribution, Probability Density Function, Sampling Distribution : https://bit.ly/3VlZEUB
Statistics : https://bit.ly/3gxf0GR
Basic and Advanced SQL : https://bit.ly/3ErMPRS
Data Collection, Data Cleaning: https://bit.ly/3grJ4ns
Pandas and Numpy : https://bit.ly/3XqN73O
Data Manipulation : https://bit.ly/3gnrXDl
Data Visualization — Part 1 : https://bit.ly/3GDt6Bg
Data Visualization — Part 2 : https://bit.ly/3GxduiJ
Data Visualization — Part 3 : https://bit.ly/3XmVaig
Tableau — Part 1 : https://bit.ly/3XlnEsB
Tableau — Part 2 : https://bit.ly/3EuPwlo
Tableau - Part 3 : https://bit.ly/3UYiJMK
Data Analytics Project : https://bit.ly/3Xo4F0y
Data Analysis Project 3 ; https://bit.ly/3VdzlQK
Data Analysis Project 4  : https://bit.ly/3ihLDJp
Data Analysis Project 5 : https://bit.ly/3ON6ArC
Data Analysis Project 6 : https://bit.ly/3ENsKW8
Quick Round Up : 30 Days of Data Analytics with Projects Series : https://bit.ly/3UfkVyd
60 Days of Data Science and Machine Learning with Projects Series
Day 1 : Python Basics with Code Implementation — Part 1 - https://bit.ly/3hGyhWR
Day 2: Python Basics with Code Implementation — Part 2 - https://bit.ly/3fVpKPi
Day 3: Python Basics with Code Implementation — Part 3 - https://bit.ly/3O4sQNj
Day 4: Intermediate Python with Code Implementation — Part 1 - https://bit.ly/3hya1WF
Day 5: Intermediate Python with Code Implementation — Part 2 - https://bit.ly/3UwgWhO
Day 6 : Advanced Python with Code Implementation - https://bit.ly/3G6V3Bg
Day 7– Statistics for Data Science and Machine Learning with Code Implementation - https://bit.ly/3UDr1JJ
Day 8 — Maths for Data Science and Machine learning - https://bit.ly/3hFzq0M
Day 9 : Pandas Part 1 with Code Implementation - https://bit.ly/3g1D3O1
Day 10: Pandas Part 2 with Code Implementation - https://bit.ly/3WYLN85
Day 11: Complete Numpy - https://bit.ly/3XE863y
Day 12: Data pre-processing Part 1 - https://bit.ly/3GT3i4o
Day 13 : Data Pre-processing Part 2 - https://bit.ly/3AMwcz6
Day 14: Regression Part 1 - https://bit.ly/3XAF30B
Day 15 : Regression Part 2 - https://bit.ly/3EM8qo2
Day 16 : Quick Recap - https://bit.ly/3Vfh5qf
Complete 60 Days of Data Science and Machine Learning with Projects Series : https://bit.ly/3ikpIB2
Data Science and ML important Series-
Data Science and ML Series with projects - https://bit.ly/3X0SIh6
Data Engineering Series with projects Series - https://bit.ly/3hEQeom
MLOps Series - https://bit.ly/3O1TEO9
Deep Learning Series with Project Series - https://bit.ly/3UVjWUO
Data Analytics Series with Project Series - https://bit.ly/3DVYQP6
NLP Series with Project Series - https://bit.ly/3UxUFQJ
Projects - https://bit.ly/3fZEwEB
210 Machine Learning Projects ( with source code) : https://bit.ly/3Ejlgds