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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
Clustering
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
Lecture Week 8 Wed 11/20
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)
.md
.pdf
Lectures
Lectures
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