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UCI Math 10, Spring 2025
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UC Irvine, Math 10, Spring 2025
Course Syllabus
Math 10 Kaggle Competition
Final Project Instruction
Notes
Python review
NumPy Review
Object-Oriented Programming
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
Multiclass Classification with Logistic Regression
Bias and Fairness
Dimensionality Reduction
Nonlinear Dimensionality Reduction
Nearest Neighbor Regression and Classification
Clustering
Nerual Network
LLMs
LLM Demo
Generative Models
Lectures
Week 1, Wed, 4/2
Week 1, Fri, 4/4
Week 2, Mon, 4/7
Week 2, Wed, 4/9
Week 2, Fri, 4/11
Week 3, Mon, 4/14
Week 3, Wed, 4/16
Week 3, Fri, 4/18
Week 4, Mon, 4/21
Week 4, Wed, 4/23
Week 4, Fri, 4/25
Week 5, Mon, 4/28
Week 5, Wed, 4/30
Week 6, Wed, 5/7
Week 6, Fri, 5/9
Week 7, Mon, 5/12
Week 7, Wed, 5/15
Week 7, Fri, 5/16
Week 8, Mon, 5/19
Week 8, Mon, 5/19
Week 8, Fri, 5/23
Week 9, Wed, 5/28
Week 9, Fri, 5/30
Homework
Homework 1 (Due 4/4/2025 at 11:59pm)
Homework 2 (Due 4/11/2024 at 11:59pm)
Homework 3 (Due 4/18/2024 at 11:59pm)
Homework 4 (Due 4/25/2025 at 11:59pm)
Homework 5 (Due 5/2/2025 at 11:59pm)
Homework 6 (Due 5/14/2025 at 11:59pm)
Homework 7 (Due 5/21/2025 at 11:59pm)
Homework 8 (Due 6/4/2025 at 11:59pm)
.ipynb
.pdf
Week 5, Mon, 4/28
Week 5, Mon, 4/28
#
See
bias-variance tradeoff