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22WI_CACC2993
Week One: 1/4-1/7
2/2 Class Recording
22WI_CACC2993-Exploration Project
2/2 Class Recording
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2/2 Class Recording
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◄ Lecture: What is Data Science?
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Stack Overflow
New Machine Learning Theory Raises Questions About the Very Nature of Science
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The GANfather: The man who’s given machines the gift of imagination
Lecture: What is Data Science?
Lecture: Getting Started with Python
Lecture Materials: Scripts
2/4 Class Recording
Reading Quiz: Chapter Two
Lecture: Intro to NumPy
2/9: Intro to NumPy Jupyter Notebook
Class Recording
Lecture: NumPy More
Class Notebook
Class Recording
Assignment: Earthquake Data
Earthquake Data
Quiz - Data Manipulation with Pandas
Lecture: NumPy and Pandas
Baby Names Data File
Class Recording
Class Notebook
Mini-Assignment
Olympic Games Dataset
NOC Dataset
Lecture Slides: Pandas and Matplotlib
Class Recording
Class Notebook
Quiz: Visualization with Matplotlib
Datasets
Class Notebook
Lecture Slides: Visualization
Class Recording
Mini-Assignment: Visualization
Reading Quiz
Class Recording 3/2
Lecture Slides: Binary Classification/Cross-Validation
Class Recording
Class Notebook
Lecture Slides
Class Notebook
Project #1
Article: Hyperparameter Importance
Article: Hyperparameter Optimization
Lecture: Decision Trees and Hyperparameters
Decision Tree and Random Forest Practice
Class Activity
Final Project
Lecture: Getting Started with Python ►