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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, Wed, 5/21
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)
Final Project
Predicting Titanic Survival Using Multiple Machine Learning Models
Predicting Emergency Department Disposition (Admitted vs Not Admitted) Using Clinical and Socioeconomic Indicators
IMDB Review Predictor
Tumor Diagnosis Classification: Breast Cancer Wisconsin
Automatic loan verification
Wearable Devices Predicting Users’ Behaviour On Machine Learning Analysis
Data Analysis of Instagram Influencer Metrics
SMCI Stock Predictor Project
IONQ in Focus: Predicting the Future of Quantum Tech Stocks
Math 10 Final Project
Analysis of the Winners of the Tour de France
Fraud Detection
Winning Attributes in the League of Legends Worlds 2024 Championship
Cancer Classification using Gene Expression
Forecasting IPO First‑Day Returns – Investment‑Banking Valuation Project
HOUSE PRICES PREDICTOR
Predicting Pop Mart’s Stock Price Based on Google Trends
Predicting various tickers from yfinance
.ipynb
.pdf
Week 8, Wed, 5/21
Week 8, Wed, 5/21
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PCA