UC Irvine Math 10 S22
UC Irvine, Math 10, Spring 2022
Week 1
Introduction to pandas
Week 1 Tuesday Discussion
for loops and ways to avoid for loops
Week 1 Thursday Discussion
Exploratory Data Analysis
Week 1 Videos
Homework 1
Week 2
Working with missing data
Week 2 Tuesday Discussion
Visualization in Python
Week 2 Videos
Plots from the Spotify dataset
Homework 2
Week 3
Functions in Python
Week 3 Tuesday Discussion
Working with dates in pandas
Week 3 Videos
Homework 3
Week 4
Week 4 Monday
Week 4 Videos
Week 4, Tuesday Discussion
Practice with Altair
Rescaling data
Week 5
K-Means clustering
K-Means clustering 2
Week 5 Videos
Homework 4
Week 5, Thursday Discussion
K-Means clustering 3
Week 6
Polynomial Regression
Week 6, Tuesday Discussion
Polynomial Regression 2
Linear and Polynomial Regression with the taxis dataset
Homework 5
Week 6 Videos
Week 7
Performance measures for machine learning
Week 7, Tuesday Discussion
Overfitting
Week 7, Thursday Discussion
Logistic Regression
Week 7 Videos
Homework 6
Week 8
Decision boundary for logistic regression
Week 8, Tuesday Discussion
Midterm Review
Week 8 Videos
Homework 7
Week 9
Week 9 Monday
Week 9, Tuesday Discussion
Feature Engineering with the Titanic dataset
Decision Trees and Random Forests
Week 9 Videos
Homework 8
Week 10
House prices in King County Washington
Week 10 Videos
Course Project
Course Project
Possible extra topics
Student Projects
Analysis of the factors that influence car’s level
Zoo Animal Classification
League of Legends Winning Factor
Canadian Immigration Analysis
Dota2 match outcome prediction based on mid player performance
Exoplanet Candidate Analysis
Analysis of the Alcohol Drinking in UCI Student
Real vs fake faces
Analysis of GDP Related to Pandemic
Betting odds and outcome of UFC fights from 2010-2020
Predict The Car Price
Unemployment Rate Data Analysis
Project Title :Stock Price of Famous Companies
Predict the Month through London Weather
Categorizing Beans
An Analysis of the Financial Market: Inflation and the Efficient Market Hypothesis
Predicting an Activity of Mine
Airline Satisfaction Analysis
Dance of the COVID-19: The Regression Model of the Vaccine Hesitancy
Depression Prediction
Apple Stock
Analysis of credit card fraud
Chess Games Analysis
Predicting COVID-19 Trends
NBA Salaries from the 2017 Season
Fraudulent And Non-fraudulent Transactions in Credit Cards
Sorting the number of planets
Fashion MNIST
Pokemon
Payment and treatment in U.S. Hospital
Tesla Stock Price Prediction
Tentative schedule
Data Sources
repository
Index
