Pinned Repositories
Syllabus
Class plan, teaching objects, assignment, date, classroom, office hour and more
week-1-Data-Structure-and-Data-Exploration
Introduction to Python and Data Exploration
week-12-Student-project-presentation
Show me what you have learned in my class
week-2-Intro-to-Statistics-Analysis
Intro to Statistics Analysis: T-test, Chi Square Test and Lineaer Regression
week-3-Multivariate-Analysis-and-Data-Visualization-with-Matplotlib-and-Seaborn
Multivariate Analysis (Correlation, PCA) and Data Visualization with Matplotlib and Seaborn
week-4-Intro-to-Machine-Learning-1-for-Classification-Logistic-Regression-and-SVM
Intro to Machine Learning for Classification: Logistic Regression and SVM
week-5-Intro-to-Machine-Learning-for-Classification-2-Neural-Network-and-Naive-Bayes
Simple neural network and Naive Bayes
week-6-Intro-to-deep-learning-tensorflow-and-Keras
Intro to deep learning: tensorflow & Keras
week-8-Data-Visualization
Data Visualization with Matplotlib, Seaborn and Flask
week-9-Intro-to-machine-learning
Intro to machine learning with python package: sklearn
ColumbiaPython's Repositories
ColumbiaPython/Syllabus
Class plan, teaching objects, assignment, date, classroom, office hour and more
ColumbiaPython/week-6-Intro-to-deep-learning-tensorflow-and-Keras
Intro to deep learning: tensorflow & Keras
ColumbiaPython/week-1-Data-Structure-and-Data-Exploration
Introduction to Python and Data Exploration
ColumbiaPython/week-12-Student-project-presentation
Show me what you have learned in my class
ColumbiaPython/week-2-Intro-to-Statistics-Analysis
Intro to Statistics Analysis: T-test, Chi Square Test and Lineaer Regression
ColumbiaPython/week-3-Multivariate-Analysis-and-Data-Visualization-with-Matplotlib-and-Seaborn
Multivariate Analysis (Correlation, PCA) and Data Visualization with Matplotlib and Seaborn
ColumbiaPython/week-4-Intro-to-Machine-Learning-1-for-Classification-Logistic-Regression-and-SVM
Intro to Machine Learning for Classification: Logistic Regression and SVM
ColumbiaPython/week-5-Intro-to-Machine-Learning-for-Classification-2-Neural-Network-and-Naive-Bayes
Simple neural network and Naive Bayes
ColumbiaPython/week-8-Data-Visualization
Data Visualization with Matplotlib, Seaborn and Flask
ColumbiaPython/week-9-Intro-to-machine-learning
Intro to machine learning with python package: sklearn
ColumbiaPython/EnergyStorage
Battery Source Study
ColumbiaPython/Forecasting-in-Medical-Decision-Making
ColumbiaPython/LearningAnalyticsProject_Zhou
ColumbiaPython/Project_zheng
ColumbiaPython/week-10-Intro-to-natural-language-processing
Intro to natural language processing with python package: nltk
ColumbiaPython/week-11-Intro-to-deep-learning
Intro to deep learning with python package: tensorflow & Keras
ColumbiaPython/week-7-student-research-proposal-hearing
research proposal hearing