Dan | Machine Learning Engineer
Dan | Machine Learning Engineer

@DanKornas

36 Tweets Dec 07, 2022
Top 10 Popular GitHub Repositories to learn about Data Science.
#66daysofdata
1. Awesome Data Science
github.com
This repo is hands down the best collection of resources on Data Science . It covers almost all aspects of learning Data Science, starting with the aspect of motivation .
The rest are resources such as data sets, bloggers, podcasts, books, competitions, etc. It's super helpful for those who are new to Data Science and will definitely help ease the learning curve .
2. data-scientist-roadmap
github.com
This repo is inspired from a roadmap of data science skills by Swami Chandrasekaran . It contains the whole package of what it takes to become a data scientist.
3. Data Science Best Resources
github.com
This repo is a trove of carefully curated resources and links (on the topics of software, platforms, language, techniques, etc.) related to data science, all in one place .
It has all sorts of resources — AI articles, blogs, books, MOOCs, visualizations, Neural Networks, Cloud computing, REST API, time series and so much more .
4. Data Science Cheat-sheets
github.com
This repo contains cheat sheets for everything Data Science . Cheat sheets are great for beginners to get into a topic in an intuitive manner .
These cheat sheets include topics such as AI, Big Data, Data wrangling, Git, Interview questions, Machine Learning, Numpy, etc.
5. Ds-cheatsheets
github.com
This is another repo with a great collection of cheat sheets for Data Science . It’s a smaller list compared to the previous repo but it doesn’t hurt to have more cheat sheets available .
This repo has interesting cheat sheets on topics such as business science, R, SQL, Data Visualizations and etc.
6. DataScienceResources
github.com
This repo started off as a resource trove for the creator, but it ended up becoming a curated list of high-quality resources . The goal was to cover technical aspects of Data Science, such as programming, data pipeline and tools, and machine learning .
But since Data Science is being implemented in businesses around the world, topics such as data science teams, use-cases, and career paths are also covered .
7. Data Science Blogs
github.com
This repo contains a massive list of data science blogs for you to learn about everything Data Science.
The list is ordered alphabetically for easy navigation and the link is right beside the title of the blog . Data Science blogs are great for explanations, advice, tips and tricks and end-to-end tutorial and projects .
8. free-data-science-books
github.com
This repo contains free resources for learning data science and big data . It starts off with an introduction to what Data Science is, then about Data Analysis, Statistics, Machine Learning and lastly, applications of Data Science.
A good thing about this repo is there are beginner, intermediate and veteran tags beside each resource, ensuring you are learning according to your level .
9. free-data-science-learning
github.com
This repo contains a list of free data science books . Books are amazing to learn about Data Science because you are learning about they why before doing the how.
Each of these links bring you to the pdf file for the books, and you can start reading them for free .
10. Data-Science-Wiki
github.com
This repo is a list of DevOps guides, scripts and tutorials . There is a category for Data Science from beginners to the advanced levels, Python programming, Linux tutorials, git, code editors, and machine learning.
These tutorials come in the form of articles, youtube videos, online courses and etc.
- Action Plan
GitHub repositories are like treasure troves of valuable resources that can kickstart your Data Science journey.
With these repos, understand more about what Data Science is with cheat sheets, find your favorite YouTuber, follow Twitter accounts that share resourceful posts, find a book that provides you with knowledge and build your skills .
- Staying motivated
An important part of the learning process is to record down your progress, as it makes you more motivated and inspired.
Taking part in challenges such as #100DaysofMlcode can also keep you enthusiastic . You can also create your own GitHub repo and commit websites, books, and tutorials that helped you to learn more .
- Portfolio
Record down your progress on GitHub now and share it with the world . This leads to having a portfolio where you can showcase to people around you, and increase your job prospects.
In this portfolio, you can show your projects done with the resources above, and highlight your skills.

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