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22WI_CACC2993
Week Three: 1/18-1/20
Class Recording 3/2
22WI_CACC2993-Exploration Project
Class Recording 3/2
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Class Recording 3/2
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Stack Overflow
New Machine Learning Theory Raises Questions About the Very Nature of Science
Deepfake detectors can be defeated, computer scientists show for the first time
New ‘Liquid’ AI Learns Continuously From Its Experience of the World
‘Weird new things are happening in software,’ says Stanford AI professor Chris Re
The GANfather: The man who’s given machines the gift of imagination
Lecture: What is Data Science?
2/2 Class Recording
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
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 Slides: Binary Classification/Cross-Validation ►