This is my personal learning record for Data100-Fall-2021 of UC-Berkeley.
The official website: https://ds100.org/fa21/. If you want a better reading experience, you may visit my blog.
- Lab01. Prerequisite Coding
- Lab02. Pandas
- Lab03. Data cleaning and Visualization
- Lab04. SQL
- Lab05. Transformations and SQL
- Lab06. Modeling, Summary Statistics, and Loss Functions
- Lab07. Simple Linear Regression
- Lab08. Multiple Linear Regression & Feature Engineering
- Lab09. Content Review
- Lab10. Cross-Validation and Regularization
- Lab11. PCA
- Hw02. Sampling Error and Bias
- Hw03. Food Safety
- Hw04. Tweets
- Hw05. SQL
- Hw06. Bike Sharing
- Hw08. Housing I
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