CS 391 - Selected Topics: Kaggle Competition Spring 2021

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Course Information

• Course Information Page

Kaggle InClass Competitions

• Midterm Exam: 2-Player Machi Kori Win Prediction
• Final Exam: Mancala Optimal Move Prediction

Online Resources

• Lecture Examples
• Kaggle
  • Competitions
  • Learning
  • State of Data Science and Machine Learning 2020
• Data Science 256 Resources
  • Home Page
  • Homework Jupyter Notebooks
  • CoCalc - virtualized data science computing environment based on Jupyter notebooks
• Texts:
  • A Whirlwind Tour of Python by Jake VanderPlas (Jupyter notebooks of the text, PDF)
  • Python Data Science Handbook by Jake VanderPlas (Jupyter notebooks of the text, HTML)
  • ThinkPython 2e by Allen B. Downey (PDF, HTML)
  • Automate the Boring Stuff with Python: Practical Programming for Total Beginners by Al Sweigart (HTML)
• Software:
  • Anaconda
• Documentation:
  • Python 3
  • IPython
  • Jupyter Notebook
  • Numpy
  • Pandas
  • Matplotlib
  • Scikit-Learn
• Quick References
  • Jupyter notebook GUI reference and keyboard shortcuts