dc-ds-010620
Important links
Syllabus Class Repository Blogs
Calendar
<iframe src="https://calendar.google.com/calendar/embed?src=flatironschool.com_vjc68blnnlkla38ba9693b6bjc%40group.calendar.google.com&ctz=America%2FNew_York" style="border: 0" width="800" height="600" frameborder="0" scrolling="no"></iframe>Lecture Code + Recording
Module 1 🌱
| Topic | Code | Video |
|---|---|---|
| Python pt. 1 | solution | youtube |
| Python pt. 2 | solution | youtube |
| Terminal Tips & Tricks | N/A | youtube |
| Numpy & Libraries | solution | youtube |
| Pandas Pt. 1 | solution | youtube |
| Pandas Pt. 2 | solution | youtube |
| Pandas Pt. 3 | solution | youtube |
| Pandas Tips & Tricks | solution | youtube |
| Matplotlib | solution | youtube |
| Seaborn | solution | youtube |
| Code Cleanliness | solution | youtube |
Module 2 🌿
| Topic | Code | Video |
|---|---|---|
| SQL Part 1 | solution | youtube |
| OOP | solution | youtube |
| SQL Part 2 | solution | youtube |
| Mod 1 Assessment Review | N/A | youtube |
| API | solution | youtube |
| Web Scraping | solution | youtube |
| API & Webscraping Practice | solution | N/A |
| OOP Part 2 | solution | youtube |
Module 3 ☘️
| Topic | Code | Video |
|---|---|---|
| Mod 2 Assessment Review | N/A | youtube |
| Probability | solution | youtube |
| Random Variables | solution | youtube |
| Hypothesis Testing | solution | youtube |
| Confidence Intervals | solution | youtube 1 youtube 2 |
| Effect Size | solution | youtube |
| Power and Bootstrap | solution | youtube 1 youtube 2 |
Module 4 🌲
| Topic | Code | Video |
|---|---|---|
| Multiple Linear Regression | solution | youtube |
| Polynomial Regression | solution | youtube |
| Regularization | solution | youtube |
| Logistic Regression | solution | youtube |
| Classifcation | solution | youtube part 1 youtube part 2 |
| Mod 4 Assessment Review | N/A | youtube |
Module 5 🌵
| Topic | Code | Video |
|---|---|---|
| Decision Tree | solution | youtube |
| Random Forest | solution | youtube |
| Pipelines | solution | youtube |
| Hadoop & Spark | solution | youtube |
| Docker/SparkML | solution | Morning Afternoon Password: commitment |
| Mod 5 Assessment Review | N/A | zoom |
| Graph Networks | solution | Morning Afternoon Password: commitment |
| ML + NLP | solution | Zoom Password: commitment |
| Word Vectors | solution | Zoom Password: commitment |
| Amazon Web Services | solution | Morning Afternoon Password: commitment |
Module 6 🌵
| Topic | Code | Video |
|---|---|---|
| Intro to Neural Networks | N/A | Morning Afternoon Password: commitment |
| Keras | N/A | Afternoon Password: commitment |
| Convolutional Neural Networks | N/A | Morning AfternoonPassword: commitment |
| Intro To GCP | N/A | Zoom |
| [OPTIONAL] RNNs & LSTMs | N/A | Morning AfternoonPassword: commitment |
| [OPTIONAL] Dask | notebook | Walkthrough |
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent