DC-DS-08-26-2019
Important links
Syllabus Class Repository Blogs
Calendar
<iframe src="https://calendar.google.com/calendar/b/1/embed?height=600&wkst=1&bgcolor=%23039BE5&ctz=America%2FNew_York&src=ZmxhdGlyb25zY2hvb2wuY29tXzdmOHUydWxpdGlrdGJqbnMwbm5qYTlkOGhnQGdyb3VwLmNhbGVuZGFyLmdvb2dsZS5jb20&color=%23F09300&mode=WEEK&showTitle=0&showNav=1&showPrint=0&showTabs=1&showCalendars=0&showTz=0&showDate=1&" style="border-width:0" width="900" height="600" frameborder="0" scrolling="no"></iframe>Lecture Code + Recording
Module 1 🌱
| Topic | Code | Video |
|---|---|---|
| Bash & Git 101 | n/a | youtube |
| Python Fundamentals | n/a | youtube |
| Bash pt.2 | n/a | youtube |
| Python Fundamentals pt.2 | solution | youtube |
| Libraries & Numpy | solution | youtube |
| Pandas pt.1 | solution | youtube |
| Pandas pt.2 | solution | youtube |
| Pandas Data Cleaning | solution | youtube |
| Coding Best Practices | n/a | youtube |
| Visualizations w/Matplotlib | solution | youtube |
| Visualizations w/Seaborn | solution | youtube |
| Coach Lab - Git Fundamentals Pt. 2 | n/a | youtube |
Module 2 🌿
| Topic | Code | Video |
|---|---|---|
| SQL Part 1 | solution | youtube |
| SQL & OOP | solution | youtube |
| JSON, XML, & APIs | solution | youtube |
| OOP pt.2 | solution | youtube |
| HTML, CSS, & Web Scraping | solution | youtube |
| Web Scraping & API Coach Lab | solution | |
| More SQL | solution | youtube |
| Mod 1 Assessment Review | solution | youtube |
| No SQL & MongoDB | solution | youtube |
Module 3 ☘️
| Topic | Code | Video |
|---|---|---|
| Set Theory & Probability | solution | youtube |
| Conditional Probability | solution | youtube |
| Distributions | ||
| Sampling & Central Limit Theorem | ||
| Z test | solution | youtube |
| Random Variable Mass Function | solution | youtube |
| Hypothesis Testing | solution | youtube |
| Difference of Means | solution | youtube |
| Power & Effect | solution | youtube |
| A/B Testing & ANOVA | solution | youtube |
| R2 residuals | solution | youtube |
Module 4 🍀
| Topic | Code | Video |
|---|---|---|
| Multiple Linear Regression | solution | youtube |
| Mod 2 Assessment Review | youtube | |
| Feature Selection Assumptions of LR | solution | youtube |
| Ridge and Lasso | solution | youtube |
| Matrix Alg. and Gradient Descent | solution | youtube |
| Logistic Regression | solution | youtube |
Module 5 🌳
| Topic | Code | Video |
|---|---|---|
| KNN | solution | youtube |
| Decision Trees | solution | youtube |
| Random Forest | solution | youtube |
| SVM | solution | part 1 part 2 |
| Pipeline Boosting | solution | youtube |
| Clustering | solution | youtube |
| Hadoop & Spark | youtube |
Module 6 🦚
| Topic | Code | Video |
|---|---|---|
| Networks | youtube | |
| NLP part 1 | youtube | |
| NLP part 2 | youtube | |
| AWS | youtube | |
| Neural Nets part 1 | youtube | |
| Neural Nets part 2 | youtube | |
| Flask + Heroku | youtube |
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent
