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UCI Math 10, Fall 2024
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UC Irvine, Math 10, Fall 2024
Course Syllabus
Final Project Instruction
Notes
Python review
Object-Oriented Programming
NumPy Review
Probability and Statistics
Pandas dataframe
Visualization
Linear Regression
Multiple Linear Regression
Polynomial Regression
Bias-Variance Tradeoff
Cross Validation
Feature Scaling
Regularization
Gradient Descent
Binary Classification with logistic regression
Logistic Regression for Multiclass Classification
Bias and Fairness
Nearest Neighbor Regression and Classification
Lectures
Lecture Week 1 Mon 9/30
Lecture Week 1 Wed 10/2
Lecture Week 1 Fri 10/4
Lecture Week 2 Mon 10/7
Lecture Week 2 Wed 10/9
Lecture Week 2 Fri 10/11
Lecture Week 3 Mon 10/14
Lecture Week 3 Wed 10/16
Lecture Week 3 Fri 10/19
Lecture Week 4 Mon 10/21
Lecture Week 4 Wed 10/23
Lecture Week 4 Fri 10/25
Lecture Week 5 Mon 10/7
Lecture Week 5 Wed 10/30
Lecture Week 5 Fri 11/1
Lecture Week 6 Wed 11/6
Lecture Week 6 Fri 11/8
Lecture Week 7 Wed 11/13
Lecture Week 7 Fri 11/15
Lecture Week 8 Mon 11/18
Homework
Homework 1 (Due 10/4/2024 at 11:59pm)
Homework 2 (Due 10/11/2024 at 11:59pm)
Homework 3 (Due 10/18/2024 at 11:59pm)
Homework 4 (Due 10/25/2024 at 11:59pm)
Homework 5 (Due 11/1/2024 at 11:59pm)
Homework 6 (Due 11/15/2024 at 11:59pm)
Homework 7 (Due 11/25/2024 at 11:59pm)
.ipynb
.pdf
Lecture Week 6 Wed 11/6
Lecture Week 6 Wed 11/6
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See note on
Gradient Descent