Important links
| Syllabus | Class Repository | Office Hours w/ Nick | Office Hours w/ Shreya|
Calendar
<iframe src="https://calendar.google.com/calendar/b/1/embed?height=600&wkst=1&bgcolor=%23ffffff&ctz=America%2FNew_York&src=ZmxhdGlyb25zY2hvb2wuY29tX2w5dGwyOXNsaGFxODVlZWgzMnJ0YmtqcGE0QGdyb3VwLmNhbGVuZGFyLmdvb2dsZS5jb20&color=%238A2D38&mode=WEEK&showTabs=1&showTitle=0&showTz=0&showCalendars=0&showPrint=1&showDate=1" style="border-width:0" width="900" height="600" frameborder="0" scrolling="no"></iframe>Lecture Code + Recording
Module 1
| Topic | Code | Video |
|---|---|---|
| Intro to Bash + Git | Intro to Bash Slides | Intro to Bash Video |
| Python Part I | Python Part I Code | Python Part I Video |
| Git Review Coach Lab | Git Review Coach Lab Video | |
| Python Part II | Python Part II Code | Python Part II Video |
| Bash Tips and Tricks | Bash Tips and Tricks Video | |
| Numpy & Pandas | Numpy & Pandas Code | Numpy & Pandas Video |
| Pandas pt.2 | Pandas pt.2 code | Pandas pt.2 Video |
| Pandas pt.3 | Pandas pt.3 code | Pandas pt.3 Video |
| Pandas & Matplot Coach Lab | Pandas & Matplot Coach Lab Code | Pandas & Matplot Coach Lab Video |
| Seaborn | Seaborn Code | Seaborn Video |
| Git Collaboration | Git Collab Code | Git Collab Video |
Module 2
| Topic | Code | Video |
|---|---|---|
| SQL I | SQL code | SQL I Video |
| SQL II | SQL code | SQL II Video |
| JSON & APIs | JSON & API Code | JSON & APIs Video |
| Webscraping and Beautiful Soup | Webscraping Code | Webscraping Video |
| OOP I | OOP I Code | OOP I Video |
| SQL III | SQL Code | SQL Video |
| NoSQL & MongoDB | NoSQL & MongoDB Code | NoSQL & MongoDB Video |
| OOP II | OOP II Code | OOP II Video |
| Code Cleanliness Coach Lab | Code Cleanliness Code | Code Cleanliness Video |
| Mod 2 Summative Lab | Mod 2 Lab Code | Mod 2 Lab Video |
| Mod 2 Assessment Review | Review Code | Review Video |
Module 3
| Topic | Code | Video |
|---|---|---|
| Probability | Probability Code | Probability Video |
| Distributions | Distributions Code | Distributions Video |
| Binomial & Normal Coach Lab | Binomial and Normal Lab Code | Binomial and Normal Lab Video |
| Hypothesis Testing | Hypothesis Testing Code | Hypothesis Testing Video |
| Hypothesis Testing Coach Lab | Hypothesis Lab Code | Hypothesis Lab Video |
| Confidence Intervals | Confidence Intervals Code | Confidence Intervals Video |
| Effect Size | Effect Size Code | Effect Size Video |
| Resampling | Resampling Code | Resampling Video |
| Power and Effect Sizes | Power and Effect Sizes Code | Power and Effect Sizes Video |
| Bayes Theorem | Bayes Theorem Code | Bayes Theorem Video |
| Simple Linear Regression | Linear Regression Code | Linear Regression Video |
Module 4
| Topic | Code | Video |
|---|---|---|
| Multiple Linear Regression | Multiple Linear Regression Code | Multiple Linear Regression Video |
| Assumption Checking Coach Lab | Assumption Checking Code | Assumption Checking Video |
| Polynomial Regression & Bias-Variance | Polynomial Code | Polynomial Video |
| Regularization | Regularization Code | Regularization Video |
| Gradient Descent | Gradient Descent Code | Gradient Descent Video |
| Classification Metrics | Classification Metrics Code | Classification Metrics Video |
| Feature Selection | Feature Selection Code | Feature Selection Video |
Module 5
| Topic | Code | Video |
|---|---|---|
| Decision Trees | Decision Trees Code | Decision Trees Video |
| Random Forests | Random Forests Code | Random Forests Video |
| k-NN Coach Lab | k-NN Code | k-NN Video |
| SVM | SVM Code | SVM Video |
| PCA | PCA Code | PCA Video |
| k-Means Clustering | k-Means Clustering Code | k-Means Clustering Video |
| Boosting | Boosting Code | Boosting Video |
| Pipelines | Pipelines Code | Pipelines Video |
| Big Data & PySpark | PySpark Code | PySpark Video |
| Recommender Systems | Recommender Systems Code | Recommender Systems Video |
Module 6
| Topic | Code | Video |
|---|---|---|
| Graph Theory | Graph Theory Code | Graph Theory Video |
| Natural Language Processing I | NLP I Code | NLP I Video |
| Natural Language Processing II | NLP II Code | NLP II Video |
| Cloud Computing | Cloud Computing Code | Cloud Computing Video |
| Neural Networks I | NN I Code | NN I Video |
| Neural Networks II | NN II Code | NN II Video |
| Convolutional Neural Networks | CNN Code | CNN Video |
| Long Short Term Memory | LSTM Code | LSTM Video |
Blogs
| Name | Blog #1 Link |
|---|---|
| Earl Younce | |
| Alexander Cheng | |
| Gurnimrat Sidhu | |
| Justin Fleury | |
| Vyjayanthi Paravastu | |
| Nick Zauner | |
| Stephen Williams | |
| Anesu Masube | |
| Michael Pallante | |
| Aaron Childress | |
| Muoyo Okome | |
| Jill Carrie | |
| Darian Madere | |
| Jeff Lin | |
| Stuart Murphy |
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent