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UCI Math 10, Spring 2024
UC Irvine, Math 10, Spring 2024
Course Syllabus
Final Project Instruction
[Title here]
Notes
Python review
OOP and Gradient Descent
Probability and Statistics
Pandas dataframe
Visualization
Linear Regression
Multiple Linear Regression
Bias-Variance Tradeoff
Cross Validation
Feature Scaling
Regularization
Binary Classification with logistic regression
Logistic Regression for Multiclass Classification
Nearest Neighbor Regression and Classification
Dimensionality Reduction
Clustering
Nerual Network
Generative Adversarial Networks
Bias and Fairness
Lectures
week1 Mon
week1 Wed
week1 Fri
week2 Mon
week2 Wed
week2 Fri
week3 Mon
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week4 Mon
week4 Wed
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week5 Mon
week4 Wed
week6 Mon
week6 Wed
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week7 Mon
week7 Wed
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week8 Mon
week8 Wed
Student Projects
Predicting NBA Game Outcomes Project
Cancer Prediction Based on Medical and Lifestyle Information
An Analysis of USA Climbing’s Youth Bouldering Series.
Predicting computer prices using multiple linear regression and decision trees
Analyzing Tennis Match Outcomes in the 2014 Grand Slams
Youtube Video Trending Prediction
Wine Quality Analysis
Analysis of house price forecasts and influencing factors
Sleep, Exercise, and UCI Life’s Effect on a College Student’s Health
Classifying Songs by Genre using its Features
US GDP Forecasting
MOVIE SUCCESS IN RELATION TO ITS FILM DISTRIBUTION COMPANY
LPGA 2022 Rolex Ranking
Phone cost prediction
Predicting Medical Expenses for Insurance and Analyzing Factors
Predicting ratings on Sephora based on price and number of ingredients
Prediction and Classification of Stellar Characteristics
Methods for Analyzing the Best NBA Players
Analysis of Mushroom Attributes
Top Valorant Players
Image Classfication on “Heart Failure Cinical Records” Dataset
Analysis of Tesla Stock Price in the most recnet 6 months
CO2 Emissions and Renewable Energy Trends
Math 10 Final Project: Analyzing the weather conditions in 10 locations
[Predicting CO2 Emissions of Vehicles]
.md
.pdf
week6 Fri
week6 Fri
#
Cross Validation
for model selection and evaluation.