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Complete-System-Design

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This repository contains everything you need to become proficient in System Design

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# Complete System Design with Implemented Case Studies and Code

This repository contains everything you need to become proficient in System Design .

![Instagram Design](https://github.com/Coder-World04/Complete-System-Design/assets/104568275/8b0172be-e6f4-47d6-a6c6-c25054692e0e)

Youtube for all the projects and tech interview resources - [Ignito Youtube Channel](https://www.youtube.com/@ignito5917/about)

[Complete Cheat Sheet for Tech Interviews - How to prepare efficiently](https://open.substack.com/pub/naina0405/p/cheat-sheet-for-tech-interviews-how-339?r=14q3sp&utm_campaign=post&utm_medium=web)

[Mega Launch - 200+ System Design Case Studies](https://open.substack.com/pub/naina0405/p/mega-launch-200-new-system-design?r=14q3sp&utm_campaign=post&utm_medium=web)

[System Design Most Important Terms](https://medium.com/coders-mojo/day-19-of-system-design-series-system-design-important-terms-45002fbbb789?sk=dab9718bca1b3676f093a759c89dea2c)

[System Design Template](https://medium.com/coders-mojo/day-3-of-system-design-case-studies-series-875df4b766b9?sk=1133c9135f849f4497400a6b9caf5c2e)

[Complete System Design Case Studies ](https://medium.com/coders-mojo/day-1-of-system-design-case-studies-series-b3c3fecae079?sk=ee7333918f135e06eb3a9b9434d35696)

[How to solve any System Design Question ( approach that you should take)](https://medium.com/coders-mojo/day-2-of-system-design-case-studies-series-ccd8899c6e6b?sk=9e95d3979ac4f995dec397c49ab8e05d)

[ML System Design Case Studies Series](https://bit.ly/3i5EDiH)

All tech system design case studies pulse -

[How Lyft Handles 2x Traffic Spikes during Peak Hours with Auto scaling Infrastructure](https://open.substack.com/pub/naina0405/p/system-design-tech-case-study-pulse-1b4?r=14q3sp&utm_campaign=post&utm_medium=web)

[Facebook's News Feed Algorithm Marvel: How it Serves 2.9 Billion Daily Active Users Using PyTorch and Cassandra](https://open.substack.com/pub/naina0405/p/system-design-tech-case-study-pulse-b4e?r=14q3sp&utm_campaign=post&utm_medium=web)

[8+ Billion Daily Views: How Facebook's Live Video Ranking Algorithm Processes Daily Views Using Storm and Memcache](https://open.substack.com/pub/naina0405/p/system-design-tech-case-study-pulse-732?r=14q3sp&utm_campaign=post&utm_medium=web)

[500+ Million Users Daily : The Tech Behind Instagram Stories..](https://open.substack.com/pub/naina0405/p/system-design-tech-case-study-pulse-f79?r=14q3sp&utm_campaign=post&utm_medium=web)

[At Amazon How 310 Million Users Experience Lightning-Fast Load Times](https://open.substack.com/pub/naina0405/p/friday-engineering-bytes-at-amazon?utm_campaign=post&utm_medium=web)

[How PayPal Manages Over 400 Million Active Accounts Seamlessly?](https://open.substack.com/pub/naina0405/p/tuesday-engineering-bytes-how-paypal?utm_campaign=post&utm_medium=web)

[The Billion-Dollar Question - What's My ETA? How Uber Calculates ETA](https://open.substack.com/pub/naina0405/p/friday-engineering-bytes-the-billion?r=14q3sp&utm_campaign=post&utm_medium=web) -

[What happens Once You Press Play button on Netflix](https://open.substack.com/pub/naina0405/p/saturday-engineering-bytes-what-happens?r=14q3sp&utm_campaign=post&utm_medium=web)

[How Netflix handles millions of memberships efficiently?](https://open.substack.com/pub/naina0405/p/wednesday-bytes-how-netflix-handles?r=14q3sp&utm_campaign=post&utm_medium=web)

[Impressive Tech Behind YouTube's Scaling to 3 Billion Users: Inside Vitess Database Clustering](https://open.substack.com/pub/naina0405/p/tuesday-engineering-bytes-impressive?r=14q3sp&utm_campaign=post&utm_medium=web)

[How Microservices Work?](https://open.substack.com/pub/naina0405/p/wednesday-bytes-how-microservices?r=14q3sp&utm_campaign=post&utm_medium=web)

[How Distributed Message Queues Work?](https://naina0405.substack.com/p/sunday-engineering-bytes-how-distributed)

[How to Efficiently Build Scalable Machine Learning Pipelines](https://open.substack.com/pub/naina0405/p/sunday-bytes-how-to-efficiently-build-186?r=14q3sp&utm_campaign=post&utm_medium=web)

[FAANG level - How to Write Production Ready Code ?](https://open.substack.com/pub/naina0405/p/monday-engineering-bytes-faang-level?utm_campaign=post&utm_medium=web)

For Data Structures and Algorithms, start here : [Day 1 of 30 days of Data Structures and Algorithms and System Design Simplified : DSA and System Design made Easy](https://medium.com/coders-mojo/day-1-of-30-days-of-data-structures-and-algorithms-and-system-design-simplified-dsa-and-system-965e860ec677?sk=aa49bdbc46a72f600cb51774f0aea6b6)

Topics you should know in System Design ---

1. [System design basics](https://medium.com/coders-mojo/complete-system-design-series-part-1-45bf9c8654bc)

2. [Horizontal and vertical scaling](https://medium.com/coders-mojo/complete-system-design-series-part-2-922f45f2faaf)

3. [Load balancing and Message queues](https://medium.com/coders-mojo/part-3-complete-system-design-series-e1362baa8a4c)

4. [High level design and low level design, Consistent Hashing, Monolithic and Microservices architecture](https://medium.com/coders-mojo/part-4-complete-system-design-series-138bc9fbcfc0)

5. [Caching, Indexing, Proxies](https://medium.com/coders-mojo/part-5-complete-system-design-series-4b9b04f23608)

6. [Networking, How Browsers work, Content Network Delivery ( CDN)](https://medium.com/coders-mojo/part-6-complete-system-design-series-59a2d8bbf1ed)

7. [Database Sharding, CAP Theorem, Database schema Design](https://medium.com/coders-mojo/part-7-complete-system-design-series-1bef528923d6)

8. [Concurrency, API, Components + OOP + Abstraction](https://medium.com/coders-mojo/part-8-complete-system-design-series-57bc88433c8e)

9. [Estimation and Planning, Performance](https://medium.com/coders-mojo/part-9-complete-system-design-series-df975c85ec51)

10. [Map Reduce, Patterns and Microservices](https://medium.com/coders-mojo/most-popular-system-design-questions-mega-compilation-45218129fe26)

# System Design Case Studies

| Case Study Name | Link to the Case Study |
| --- | --- |
| Design Instagram | [Link](https://medium.com/coders-mojo/day-4-of-system-design-case-studies-series-design-instagram-part-1-10943440f29c?sk=38e68a213058e169e71754e00c501813) |
| Design Messenger App | [Link](https://medium.com/coders-mojo/day-5-of-system-design-case-studies-series-design-messenger-app-7b73c589f4a?sk=4a53b122e8f02836c17fa35622aa0309) |
| Design Twitter | [Link](https://medium.com/coders-mojo/day-7-of-system-design-case-studies-series-design-twitter-fd0722d7bb7c?sk=cdfc23d38edd5f48dc30efdcc0801c3e) |
| Design URL Shortner | [Link](https://medium.com/coders-mojo/day-8-of-system-design-case-studies-series-design-url-shortener-91c812a08e0b?sk=5e20d426c91ebaacfe43031bc43642da) |
| Design Dropbox | [Link](https://medium.com/coders-mojo/day-9-of-system-design-case-studies-series-design-dropbox-ead523ccccfa?sk=03b3b4ea3633051f7a9a7d379b1066b8) |
| Design Youtube | [Link](https://medium.com/coders-mojo/day-10-of-system-design-case-studies-series-design-youtube-58bc4ad09c4b?sk=18560ffcc3d7174566d38d60c99d4914) |
| Design Tinder | [Link](https://bit.ly/3Mcyj3X) |
| Design Google Drive | [Link](https://bit.ly/3uXdQZ7) |
| Design Messenger App | [Link](https://bit.ly/3DoAAXi) |
| Design Instagram | [Link](https://bit.ly/3BFeHlh) |
| Design Twitter | [Link](https://bit.ly/3qIG9Ih) |
| Design Ticketmaster | [Link](https://bit.ly/3HKLbOg) |
| Design Quora | [Link](https://bit.ly/3FeD9dL) |
| Design Flipkart | [Link](https://bit.ly/3iS1a2P) |
| Design Flickr | [Link](https://bit.ly/3uCGkXJ) |
| Design TikTok | [Link](https://bit.ly/3UUlKxP) |
| Design Netflix | [Link](https://bit.ly/3GrAUG1) |
| Design Foursquare | [Link](https://bit.ly/3VMYh1O) |
| Design Uber | [Link](https://bit.ly/3fyvnlT) |
| Design Youtube | [Link](https://bit.ly/3dFyvvy) |
| Design Reddit | [Link](https://bit.ly/3OgGJrL) |
| Design Facebook’s Newsfeed | [Link](https://bit.ly/3RldaW7) |
| Design Amazon Prime Video | [Link](https://bit.ly/3hVpWP4) |
| Design Web Crawler | [Link](https://bit.ly/3DPZTBB)
| Design Web Crawler | [Link](https://bit.ly/3DPZTBB) |
| Design API Rate Limiter | [Link](https://bit.ly/3BIVuh7) |
| Design Dropbox | [Link](https://bit.ly/3SnhncU) |
| Design Yelp | [Link](https://bit.ly/3E7IgO5) |
| Design Whatsapp | [Link](https://bit.ly/3M2GOhP) |
| Design URL Shortener | [Link](https://bit.ly/3xP078x) |
| Design Bookmyshow | [Link](https://bit.ly/3FDFMWF) |
| Design Linkedin | [Link](https://medium.com/coders-mojo/day-36-of-system-design-case-studies-series-design-linkedin-961b7b6bd5cb?sk=1628f27339a8f80c34f0661b68ac0cee) |
| Design Telegram | [Link](https://medium.com/coders-mojo/day-35-of-system-design-case-studies-series-design-telegram-e9c224cc3a1a?sk=60674d6c02df1f370624ebb83034ee3d) |
| Design Snapchat | [Link](https://medium.com/coders-mojo/day-34-of-system-design-case-studies-series-design-snapchat-91e8eaba38cf?sk=73e7276acad635bc84110d705c39653c) |
| Design One Drive | [Link](https://medium.com/coders-mojo/day-33-of-system-design-case-studies-series-design-one-drive-d2e98a80f9a7?sk=294027ae3251b87aa5f7edba87d248f2) |
| Design BookmyShow | [Link](https://medium.com/coders-mojo/day-32-of-system-design-case-studies-series-design-bookmyshow-8470813a3bff?sk=800521e98d1a63cbaf07944040e0393f) |
| Design Google Maps | [Link](https://medium.com/coders-mojo/day-31-of-system-design-case-studies-series-design-google-maps-545feb730ed3?sk=9fd2a81b42fc7927f0c8be08a27f3c49) |
| Design Quora | [Link](https://medium.com/coders-mojo/day-29-of-system-design-case-studies-series-design-quora-fcd2ff0c2aab?sk=cf3ca6447b8295aeb912ea1c6a8ce666) |
| Design Foursquare | [Link](https://medium.com/coders-mojo/day-28-of-system-design-case-studies-series-design-foursquare-6cfa5a3c00bf?sk=a78fe7fac24bfa0045a870c7f7cd47ff) |
| Design Tiny URL | [Link](https://medium.com/coders-mojo/day-26-of-system-design-case-studies-series-design-tiny-url-4850ed7922e?sk=732181ae6072053c6644d5fb2b57e80e) |
| Design Flipkart | [Link](https://medium.com/coders-mojo/day-24-of-system-design-case-studies-series-design-flipkart-42af832b9794?sk=1deba4)|

-------------------------------

[Design Instagram](https://medium.com/coders-mojo/day-4-of-system-design-case-studies-series-design-instagram-part-1-10943440f29c?sk=38e68a213058e169e71754e00c501813)

[Design Messenger App](https://medium.com/coders-mojo/day-5-of-system-design-case-studies-series-design-messenger-app-7b73c589f4a?sk=4a53b122e8f02836c17fa35622aa0309)

[Design Twitter](https://medium.com/coders-mojo/day-7-of-system-design-case-studies-series-design-twitter-fd0722d7bb7c?sk=cdfc23d38edd5f48dc30efdcc0801c3e)

[Design URL Shortner](https://medium.com/coders-mojo/day-8-of-system-design-case-studies-series-design-url-shortener-91c812a08e0b?sk=5e20d426c91ebaacfe43031bc43642da)

[Design Dropbox](https://medium.com/coders-mojo/day-9-of-system-design-case-studies-series-design-dropbox-ead523ccccfa?sk=03b3b4ea3633051f7a9a7d379b1066b8)

[Design Youtube](https://medium.com/coders-mojo/day-10-of-system-design-case-studies-series-design-youtube-58bc4ad09c4b?sk=18560ffcc3d7174566d38d60c99d4914)

[Design Tinder ](https://bit.ly/3Mcyj3X)

[Design Google Drive ](https://bit.ly/3uXdQZ7)

[Design Messenger App ](https://bit.ly/3DoAAXi)

[Design Instagram ](https://bit.ly/3BFeHlh)

[Design Twitter ](https://bit.ly/3qIG9Ih)

[Design Ticketmaster](https://bit.ly/3HKLbOg)

[Design Quora ](https://bit.ly/3FeD9dL)

[Design Flipkart](https://bit.ly/3iS1a2P)

[Design Flickr](https://bit.ly/3uCGkXJ)

[Design TikTok](https://bit.ly/3UUlKxP)

[Design Netflix ](https://bit.ly/3GrAUG1)

[Design Foursquare](https://bit.ly/3VMYh1O)

[Design Uber ](https://bit.ly/3fyvnlT)

[Design Youtube ](https://bit.ly/3dFyvvy)

[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 Yelp ](https://bit.ly/3E7IgO5)

[Design Whatspp ](https://bit.ly/3M2GOhP)

[Design URL shortener ](https://bit.ly/3xP078x)

[Design Bookmyshow ](https://bit.ly/3FDFMWF)

[Design Linkedin](https://medium.com/coders-mojo/day-36-of-system-design-case-studies-series-design-linkedin-961b7b6bd5cb?sk=1628f27339a8f80c34f0661b68ac0cee)

[Design Telegram](https://medium.com/coders-mojo/day-35-of-system-design-case-studies-series-design-telegram-e9c224cc3a1a?sk=60674d6c02df1f370624ebb83034ee3d)

[Design Snapchat](https://medium.com/coders-mojo/day-34-of-system-design-case-studies-series-design-snapchat-91e8eaba38cf?sk=73e7276acad635bc84110d705c39653c)

[Design One Drive](https://medium.com/coders-mojo/day-33-of-system-design-case-studies-series-design-one-drive-d2e98a80f9a7?sk=294027ae3251b87aa5f7edba87d248f2)

[Design BookmyShow](https://medium.com/coders-mojo/day-32-of-system-design-case-studies-series-design-bookmyshow-8470813a3bff?sk=800521e98d1a63cbaf07944040e0393f)

[Design Google Maps](https://medium.com/coders-mojo/day-31-of-system-design-case-studies-series-design-google-maps-545feb730ed3?sk=9fd2a81b42fc7927f0c8be08a27f3c49)

[Design Quora](https://medium.com/coders-mojo/day-29-of-system-design-case-studies-series-design-quora-fcd2ff0c2aab?sk=cf3ca6447b8295aeb912ea1c6a8ce666)

[Design Foursquare](https://medium.com/coders-mojo/day-28-of-system-design-case-studies-series-design-foursquare-6cfa5a3c00bf?sk=a78fe7fac24bfa0045a870c7f7cd47ff)

[Design Tiny URL](https://medium.com/coders-mojo/day-26-of-system-design-case-studies-series-design-tiny-url-4850ed7922e?sk=732181ae6072053c6644d5fb2b57e80e)

[Design Flipkart](https://medium.com/coders-mojo/day-24-of-system-design-case-studies-series-design-flipkart-42af832b9794?sk=1deba4c6880a18e363bbcb2cc5aa0f9c)

---------------------------------

**Part 1 of System Design Made Easy Series**

In the part 1, we covered what and why of System Design and the important topics that you should know. System Design is mostly an open ended concept and most of the questions can be answered in different degrees and aptitudes. In layman’s language, system design is about —

Architecture + Data + Applications

[Learn what is system design and why it’s important, how they work and how to use them in your system design interviews in part 1 ](https://medium.com/coders-mojo/complete-system-design-series-part-1-45bf9c8654bc)

------------------------------

**Part 2 of System Design Made Easy Series**

In the part 2, we covered—

1. System design basics

2. Horizontal and Vertical Scaling with an example

In technical words, scalability is a the technique/process of adding/removing infrastructure/resources required by applications to better serve/accommodate increased/decreased demand/growth. We also covered the tradeoffs of horizontal and vertical scaling.

[Learn why good understanding of system design basics and horizontal and vertical scaling are important, how they work and how to use them in your system design interviews in part 2
](https://medium.com/coders-mojo/complete-system-design-series-part-2-922f45f2faaf)

------------------------------

**Part 3 of System Design Made Easy Series**

In the part 3, we covered system design’s most important concepts —

1. Load Balancing

2. Message Queues

Load balancing is a technique of distributing tasks over a set of servers/machines to improve the performance,throughput, high availability, redundancy and reliability of the system. Not just it enables horizontal scaling but also dynamic resizing/scaling.

Message queues are nothing bit temporary buffers placed between users/applications and servers to store the message requests and process them in FIFO order asynchronously until the requests/messages are delivered to the desired server.

We also covered the tradeoffs of the different techniques.

[Learn why load balancing and message queues are important, how they work and how to use them in your system design interviews in part 3](https://medium.com/coders-mojo/part-3-complete-system-design-series-e1362baa8a4c)

------------------------------

**Part 4 of System Design Made Easy Series**

In the part 4, we covered-

1. High level design and Low level design

2. Monolithic and microservices architecture and which one to choose and when ?

3. Consistent Hashing

High level Design(HLD) describes the overall architecture of the application and covers functionality of each module of the system very briefly. LLD details the functional logic of the each module in the system.

Monolithic architecture — consists of single code base with multiple modules and it’s easier and faster to deploy. Microservices architecture — consists of individual service units with each service being responsible for exactly one functionality. It’s relatively complex and time taking to deploy.

Consistent hashing is a technique to divide keys/data between multiple servers/machines using a hash function ( key — value).

[Learn why high level design and low level design,  Monolith and microservices architecture and consistent hashing are important, how they work and how to use them in your system design interviews in part 4](https://medium.com/coders-mojo/part-4-complete-system-design-series-138bc9fbcfc0)

------------------------------

**Part 5 of System Design Made Easy Series**

In the part 5, we covered —

1. Caching

2. Indexing

3. Proxies

Caching is a technique which is based on the principal of locality — stores the copies of most frequently used/accessed data in a small and faster memory to improve Data retrieval times, Compute costs, User Experience and Throughput.

Indexing helps in Improving the speed of data access/retrieval, Reducing the number of expensive I/O operations, Providing better organization and management of multilevel data records.

Proxies play an important role of coordinating user requests, handling concurrent requests, filtering user request, transforming user requests by adding an additional layer of encryption or header information or compression information and then forwarding the user request to the server.

[Learn why Caching, Indexing and Proxies are important, how they work and how to use them in your system design interviews in part 5
](https://medium.com/coders-mojo/part-5-complete-system-design-series-4b9b04f23608)

------------------------------

**Part 6 of System Design Made Easy Series**

In the part 6, we covered —

1. Networking

2. How Browsers work

3. Content Network Delivery ( CDN)

Networking is nothing but interconnected devices that can exchange data-messages and share resources amongst themselves/with outside world based in the system protocols/rules, technologies and algorithms that govern these devices inner workings.

Browsers are used to present the website/resource you would like to visit say, for example google.com by sending the request to the server and displaying it on their browser window.

Content Network Delivery caters to the users by serving their requests by quickly transferring the data back and forth.

[Learn why networking, browsers working and CDN are important, how they work and how to use them in your system design interviews in part 6](https://medium.com/coders-mojo/part-6-complete-system-design-series-59a2d8bbf1ed)

------------------------------

**Part 7 of System Design Made Easy Series**

In the part 7, we covered —

1. Database Sharding

2. CAP Theorem

3. Database schema Design

Sharding is the technique to database partitioning that separates large and complex databases into smaller, faster and distributed databases for higher throughput operations.

CAP theorem lets you determine how you want to handle your distributed databases with there is possibility of inconsistencies, unavailability and connection errors/failures/outrage.

Database schema Design lets you organize data into separate entities and establish and organize the relationships between different entities.

[Learn why database sharding, CAP theorem and Database Schema Design are important, how they work and how to use them in your system design interviews in part 7](https://medium.com/coders-mojo/part-7-complete-system-design-series-1bef528923d6)

------------------------------

**Part 8 of System Design Made Easy Series
**

In the part 8 , we covered —

1. Concurrency

2. API

3. Components + OOP + Abstraction

Concurrency is the process in which multiple computations/operations/process happen/execute in parallel/concurrently.

API is an acronym for application programming interface which provides a way to two or more programs to communicate, work together despite different configurations, architectures, resources etc

Components in the system design are building blocks designed to coordinate, cooperate, reuse and work well with other components of the same/different systems. They can be as simple as visual components or internal components/backend components.

[Learn why concurrency, API and Components + OOP + Abstraction are important, how they work and how to use them in your system design interviews in part 8
](https://medium.com/coders-mojo/part-8-complete-system-design-series-57bc88433c8e)

------------------------------

**Part 9 of System Design Made Easy Series**

In the part 9 , we covered —

1. Planning and Estimation

2. Performance

Planning and estimation( numbers) and performance are very important concepts ( concept that you should be able to demonstrate well when asked).

[Learn why Planning, estimation( numbers) and performance are important, how they work and how to use them in your system design interviews in part 9](https://medium.com/coders-mojo/part-9-complete-system-design-series-df975c85ec51)

------------------------------

**Part 10 of System Design Made Easy Series**

In the part 10, we covered —

1. Map Reduce

2. Patterns and Microservices

In system design, map reduce ( Hadoop systems) is a batch processing technique in which the engine takes huge amounts of data, processes ( map and reduce) and gives the output.

In system design, microservices architecture is used to build enterprise level applications which helps in structuring the whole application as a collection of tiny autonomous, self contained services for each task ( service) that you want/are allowed to perform.

[Learn why map reduce, patterns and microservices are important, how they work and how to use them in your system design interviews in part 10](https://medium.com/coders-mojo/part-10-complete-system-design-series-523b4dd978bf)

------------------------------

**Most Popular System Design Questions — Mega Compilation**

In this post. we covered the most popular/important system design questions that you should practice to build a thorough understanding of how large systems are designed.

Popular Questions : [Link](https://medium.com/coders-mojo/most-popular-system-design-questions-mega-compilation-45218129fe26)

-----------------------------

# Some of the other best Series -

[Complete 60 Days of Data Science and Machine Learning Series ](https://medium.com/coders-mojo/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129)

[30 days of Machine Learning Ops](https://medium.com/coders-mojo/day-1-of-30-days-of-machine-learning-ops-7c299e4b09be?sk=4ab48350a5c359fc157109e48b1d738f)

[30 Days of Natural Language Processing ( NLP) Series](https://medium.com/coders-mojo/quick-recap-30-days-of-natural-language-processing-nlp-with-projects-series-ceb674e3c09b?sk=ca09b27b3d5867f23ab4dc367b6c0c32)

[Data Science and Machine Learning Research ( papers) Simplified **](https://medium.com/coders-mojo/day-1-data-science-and-ml-research-papers-simplified-a68b00a3b1c4?sk=56136229ff738bd734f19d2b6953f78c)

[30 days of Data Engineering with projects Series](https://medium.com/coders-mojo/day-1-of-30-days-of-data-engineering-894822fcb128?sk=76ba558bfe2d9f85cbe741e505295531)

[60 days of Data Science and ML Series with projects](https://medium.com/coders-mojo/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129)

[100 days : Your Data Science and Machine Learning Degree Series with projects](https://medium.com/coders-mojo/100-days-your-data-science-and-ml-degree-part-3-c621ecfdf711?sk=1a8c7b0c204d73432d56b7d1a3a26474)

[23 Data Science Techniques You Should Know](https://ai.plainenglish.io/23-data-science-techniques-you-should-know-61bc2c9d1b3a?sk=1680c36193eb22198974c9008d62a33c)

[Tech Interview Series — Curated List of coding questions](https://medium.com/coders-mojo/mega-post-tech-interview-the-only-list-of-questions-you-need-to-practice-ee349ea197bb?sk=fac3614684daff4b50a70c0a71e4d528)

[Complete System Design with most popular Questions Series](https://medium.com/coders-mojo/system-design-made-easy-quick-recap-of-complete-system-design-34af7e3aedfb?sk=bdd6a19edc1f3ce4a5064923f5b68721)

[Complete Data Visualization and Pre-processing Series with projects](https://medium.com/coders-mojo/complete-data-preprocessing-and-data-visualization-with-projects-mega-compilation-part-2-41584ef0920e?sk=842390da51689b8d43148c3980570db0)

[Complete Python Series with Projects](https://medium.com/coders-mojo/complete-python-and-projects-mega-compilation-7ec8f7adfe71?sk=ee0ecf43f23c6dd44dd35d984b3e5df4)

[Complete Advanced Python Series with Projects](https://medium.com/coders-mojo/complete-advanced-python-with-projects-mega-compilation-part-6-729c1826032b?sk=7faffe20f8039fa57099f7a372b6d665)

[Kaggle Best Notebooks that will teach you the most](https://medium.com/coders-mojo/my-list-of-kaggle-best-notebooks-topic-wise-data-science-and-machine-learning-part-2-84772863e9ae?sk=5ed02e419854a6c11add3ddc1e52947f)

[Complete Developers Guide to Git](https://medium.datadriveninvestor.com/the-complete-developers-guide-to-git-6a23125996e1?sk=e30479bbe713930ea93018e1a46d9185)

[Exceptional Github Repos — Part 1](https://medium.com/coders-mojo/6-exceptional-github-repos-for-all-developers-part-1-21e8fa04e150?sk=9140b249af6fe73d45717185fad48962)

[Exceptional Github Repos — Part 2](https://medium.com/coders-mojo/6-exceptional-github-repos-for-all-developers-part-2-3eec9a68c31c?sk=8e31d0eb7eb1d2d0bbbcecaa66bd4e7e)

[All the Data Science and Machine Learning Resources](https://medium.datadriveninvestor.com/best-resources-for-data-science-and-machine-learning-full-list-5ceb9a2791bf?sk=cf85b2cef95560c58509877a794577ff)

[210 Machine Learning Projects](https://medium.datadriveninvestor.com/210-machine-learning-projects-with-source-code-that-you-can-build-today-721b035649e0?sk=da5f593572a0261a6314afad99a0356c)

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# 6 Highly Recommended Data Science and Machine Learning Courses that you MUST take ( with certificate) -

1. Complete Data Scientist : https://bit.ly/3wiIo8u

Learn to run data pipelines, design experiments , build recommendation systems, and deploy solutions to the cloud.

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2. Complete Data Engineering : https://bit.ly/3A9oVs5

Learn to design data models, build data warehouses and data lakes, automate data pipelines, and work with massive datasets

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3. Complete Machine Learning Engineer : https://bit.ly/3Tir8ub

Learn advanced machine learning techniques and algorithms - including how to package and deploy your models to a production environment.

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4. Complete Data Product Manager : https://bit.ly/3QGUtwi

Leverage data to build products that deliver the right experiences, to the right users, at the right time. Lead the development of data-driven products that position businesses to win in their market.

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5. Complete Natural Language Processing : https://bit.ly/3T7J8qY

Build models on real data, and get hands-on experience with sentiment analysis, machine translation, and more.

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6. Complete Deep Learning: https://bit.ly/3T5ppIo

Learn to implement Neural Networks using the deep learning framework PyTorch

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Complete-System-Design

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