Data Science

This page will eventually consist of a number of resources related to Data Science as practiced in Python. Right now I’m working on PANDAS.

An article I have found quite helpful as an introductory, opinionated guide is Minimally Sufficient Pandas by Ted Petrou (1/2019).

Articles

• Tirtha Sarkar. Statistical Modeling with Python: How-to & Top Libraries. kite, 2019.
• Mirko Stojiljkovic. Python Statistics Fundamentals: How to Describe Your Data. real python, 12/16/19.
• Kirit Thadaka. Data Science, the Good, the Bad, and the…Future. kite, 2019.
• Pranathi V.N. Vemuri. Image Segmentation with Python. kite, 7/18/19.
• T.J. Simmons. 10 Essential Data Science Packages for Python. kite, 5/27/19.
• Padmaja Bhagwat. Introduction to Artificial Neural Networks in Python. kite, 7/18/19.
• Hennadii Madan. Matplotlib Explained. kite, 3/5/19.
• Daniel Pyrathon. Practical Machine Learning with Python and Keras. kite, 1/30/19.
• The Kite Team. Tensorflow or PyTorch? A Guide to Python Machine Learning Libraries (with examples!). kite, 10/25/18.
• Eleanor Stribling. Python, NLTK, and the Digital Humanities: Finding Patterns in Gothic Literature. kite, 10/4/18.
• Luke Lee. First Steps with PySpark and Big Data Processing. real python, 7/31/19.
• Bryan Weber. Scientific Python: Using SciPy for Optimization. real python, 1/20/20.
• Joseph Lee Wei En. How to Get Started with Python for Deep Learning and Data Science. freecodecamp, 3/6/19.
• Beau Carnes. Learn NumPy and Start Doing Scientific Computing in Python. freecodecamp, 8/9/19.

Pandas

• Zachary Wilson. The Pandas Library for Python. kite, 3/25/19.
• Bhavani Ravi. Python Pandas–Basics to Beyond. hackernoon, 2019.
• Bhavani Ravi. Learn Python Pandas in 5 Mins.
  • Part 2. 2/7/19.
• Parul Pandey. Time Series Analysis with Pandas. kite, 2019.
• Alex DeBrie. How to Use Pandas GroupBy, Counts and Value Counts. kite, 7/18/2019.
• Brad Solomon. Pandas GroupBy: Your Guide to Grouping Data in Python. real python, 11/18/19.
• Alex DeBrie. Pandas Pivot: A Guide with Examples. kite, 6/29/19.
• T.J. Simmons. The Quickest Ways to Sort Pandas DataFrame Values. kite, 6/25/19.
• Alex DeBrie. Pandas Merge, Join, and Concat: How To and Examples. kite, 5/3/2019.
• Alex DeBrie. Guide: Pandas DataFrames for Data Analysis. kite, 4/3/19.
• Dataframe Visualization with Pandas Plot. kanoki, 2019.
• Chris Moffitt. Effectively Using Matplotlib. practical business python, 4/25/17.

Books

• Jake VanderPlas. Python Data Science Handbook. O’Reilly, 2018.
  • Full text is available in github repo.

Tools

• Scikit-Learn – “Simple and effecient tools for predictive data analysis…built on NumPy, SciPy, and matplotlib.”