The 5 courses in this University of Michigan specialization introduce learners to data science through the python programming language. This skills-based specialization is intended for learners who have a basic python or programming background, and want to apply statistical, machine learning, information visualization, text analysis, and social network analysis techniques through popular python toolkits such as pandas, matplotlib, scikit-learn, nltk, and networkx to gain insight into their data.

This repo contains all my work for this specialization. All the code and quizzes Applied Data Science with Python Specialization on Coursera.

• Course 1: Introduction to Data Science in Python

  • Week 1 - Quiz 1 - Python Fundamentals
  • Week 2 - Assignment 2 - Pandas Introduction
  • Week 3 - Assignment 3 - Advanced Python Pandas
  • Week 4 - Assignment 4 - Statistical Analysis in Python

• Course 2: Applied Plotting, Charting & Data Representation in Python

  • Week 1 - Assignment 1 - Principles of Information Visualization
  • Week 2 - Assignment 2 - Basic Charting
  • Week 3 - Assignment 3 - Charting Fundamentals
  • Week 4 - Assignment 4 - Applied Visualizations

• Course 3: Applied Machine Learning in Python

  • Week 1 - Quiz 1
  • Week 1 - Assignment 1 - Fundamentals of Machine Learning - Intro to SciKit Learn
  • Week 2 - Quiz 2
  • Week 2 - Assignment 2 - Supervised Machine Learning - Part 1
  • Week 3 - Quiz 3
  • Week 3 - Assignment 3 - Evaluation
  • Week 4 - Quiz 4
  • Week 4 - Assignment 4 - Supervised Machine Learning - Part 2

• Course 4: Applied Text Mining in Python

  • Week 1 - Practice Quiz
  • Week 1 - Quiz 1
  • Week 1 - Assignment 1 - Working with Text in Python
  • Week 2 - Practice Quiz
  • Week 2 - Quiz 2
  • Week 2 - Assignment 2 - Basic Natural Language Processing
  • Week 3 - Quiz 3
  • Week 3 - Assignment 3 - Classification of Text
  • Week 4 - Quiz 4
  • Week 4 - Assignment 4 - Topic Modeling

• Course 5: Applied Social Network Analysis in Python

  • Week 1 - Quiz 1
  • Week 1 - Assignment 1 - Why Study Networks and Basics on NetworkX
  • Week 2 - Quiz 2
  • Week 2 - Assignment 2 - Network Connectivity
  • Week 3 - Quiz 3
  • Week 3 - Assignment 3 - Influence Measures and Network Centralization
  • Week 4 - Quiz 4
  • Week 4 - Assignment 4 - Applications