Websites to get FREE Data Science Certificates

1. Kaggle: http://kaggle.com

2. freeCodeCamp: http://freecodecamp.org

3. Cognitive Class: http://cognitiveclass.ai

4. Microsoft Learn: http://learn.microsoft.com

5. Google's Learning Platform: https://developers.google.com/learn

🏷️ Remember to like, share, and tag a fellow data enthusiast who would benefit from this post!🤩

⭐ Visit the below link to read the full article on Ultimate Data Science Roadmap - deepakjosecodes.com/blog

10 Famous and Useful Demo Data Sets

Titanic passengers
https://github.com/Geoyi/Cleaning-Titanic-Data

World Population Prospects
https://esa.un.org/unpd/wpp/Download/Standard/Population/

Gapminder’s GDP per capita vs. child mortality
https://github.com/open-numbers/ddf--gapminder--gdp_per_capita_cppp
https://github.com/open-numbers/ddf--gapminder--child_mortality

Significant Earthquakes Database
https://www.ngdc.noaa.gov/nndc/struts/form?t=101650&s=1&d=1

Enron emails
https://www.cs.cmu.edu/~./enron/

Anscombe’s quartet
https://en.wikipedia.org/wiki/Anscombe%27s_quartet

Les Miserables
https://networkdata.ics.uci.edu/data.php?id=109

TLC Trip Data
http://www.nyc.gov/html/tlc/html/about/trip_record_data.shtml

Napoleon’s March
https://www.cs.uic.edu/~wilkinson/TheGrammarOfGraphics/minard.txt

TPC benchmarks (Transaction Processing Performance Council)
http://www.tpc.org/information/benchmarks.asp

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Linear Algebra
https://ocw.mit.edu/courses/18-700-linear-algebra-fall-2013/
PCA
https://coursera.org/learn/pca-machine-learning

Matrix Methods
https://coursera.org/learn/matrix-methods

Single Variable Calculus
https://ocw.mit.edu/courses/18-01sc-single-variable-calculus-fall-2010/

Multi Variable Calculus
https://ocw.mit.edu/courses/18-022-calculus-of-several-variables-fall-2010/

Numeric Methods https://coursera.org/learn/numerical-methods-engineers

Differential Equations https://coursera.org/learn/differential-equations-engineers

Calculus for ML & DS https://coursera.org/learn/machine-learning-calculus

Approximation Algorithms https://coursera.org/learn/approximation-algorithms-part-1

Regression Models
https://www.coursera.org/learn/regression-models

Probabilistic Methods
ocw.mit.edu/courses/18-226-probabilistic-method-in-combinatorics-fall-2020/

Fourier Analysis
ocw.mit.edu/courses/18-103-fourier-analysis-fall-2013/

Intro to Statistics
coursera.org/learn/stanford-statistics

Calculus
learn.saylor.org/course/view.php?id=25

Statistics
learn.saylor.org/course/view.php?id=28

YT Playlists to Learn Complete SQL

Database Design Course freeCodeCamp
https://www.youtube.com/watch?v=ztHopE5Wnpc&pp=ygUPc3FsIGZ1bGwgY291cnNl

SQL (Full Course) - QAFox
https://www.youtube.com/watch?v=pVKT4N-Cgb8&list=PLsjUcU8CQXGFFAhJI6qTA8owv3z9jBbpd

SQL Tutorial - Full Database Course for Beginners - freeCodeCamp
https://www.youtube.com/watch?v=HXV3zeQKqGY&pp=ygUPc3FsIGZ1bGwgY291cnNl

SQL Tutorial for Beginners (and Technical Interview Questions Solved) - freeCodeCamp
https://www.youtube.com/watch?v=-fW2X7fh7Yg&pp=ygUPc3FsIGZ1bGwgY291cnNl

MySQL Tutorial for Beginners - Programming with Mosh
https://www.youtube.com/watch?v=7S_tz1z_5bA&pp=ygUPc3FsIGZ1bGwgY291cnNl

SQL Full Course | SQL For Beginners | Mysql Full Course - Simplilearn
https://www.youtube.com/watch?v=AA7i2GcTGwU&pp=ygUPc3FsIGZ1bGwgY291cnNl

Python: http://cs50.harvard.edu/python/

SQL : http://scaler.com/topics/course/dbms/

Excel : http://simplilearn.com/learn-business-analytics-excel-fundamentals-skillup

PowerBI: http://learn.microsoft.com/en-us/users/collinschedler-0717/collections/m14nt4rdwnwp04

R http://mygreatlearning.com/academy/learn-for-free/courses/r-for-data-science

Tableau: http://openclassrooms.com/courses/5873606-create-dashboards-with-tableau

Probability: http://mygreatlearning.com/academy/learn-for-free/courses/probability-for-data-science

Statistics: http://learn.saylor.org/course/view.php?id=28

Data Analysis: cognitiveclass.ai/courses/data-analysis-python

Data Visualization: http://kaggle.com/learn/data-visualization

EDA, PCA: http://scaler.com/topics/course/eda-and-data-visualisation/

Machine Learning: kaggle.com/learn/intro-to-machine-learning