mpHarm88/data_science

Data Science Exercises

Saudi Digital Academy : Data Science Immersive Bootcamp

Resources

Important Links

• Learning Platform
• Matrix DS Files
• Piazza Platform

Competitions

• Driven Data
• [Top Coder] (https://www.topcoder.com/challenges?tracks[DS]=true)
• Kaggle Competitions

Corporation

• IBM Advanced Data Science
• Machine Learning with Tensorflow by Google
• Amazon Web Services Machine Learning Training
• Microsoft Professional Program in Data Science

MOOC

• Fast.ai
• Data Camp Introduction to R
• Data Camp Introduction to Python for Data Science
• Deeplearning.ai

Lesson and Course Planning:

• Algonquin College
• Vanderbilt
• Template from UW

Online Presentation Methods:

• youtube
• udemy
• coursera

Communication Tools:

• Microsoft Teams
• Slack
• Reddit
• Piazza

Presentation Tools:

• Prezi
• LaTeX Beamer
• Powerpoint
• RMarkdown
• Jupyter Slides

Assignments and Projects

• Some Ideas with Solutions
• CMU Assignments with Solutions

Data Sources:

• Google dataset search
• Microsoft open data
• awesome free data sets
• kaggle data sets
• U.S. Government

Data Science Environments:

Free Hosted Environments:

• MatrixDS
• Kaggle
• Google Colab

Local Install – text editors and IDEs

• Sublime
• VS Code
• RStudio
• Jupyter
• Atom
• PyCharm
• Anacdona Spyder

Cloud Tools

• RStudio Server
• Jupyterlab
• Tableau (Dashboards and BI)
• Superset (Dashboards and BI)
• Python Data Science Handbook

Popular Student Textbooks:

Machine Learning

• Deep Learning Textbook
• Elements of Statistical Learning
• An Introduction to Statistical Learning
• Pattern Recognition and Machine Learning

Books for R

• R for Data Science
• Hands-On Programming with R

Books for Python

• Automate the Boring Stuff with Python
• Python Data Science Handbook