| layout | title | permalink |
|---|---|---|
page |
Course Syllabus |
/course-syllabus/ |
| Topic | Duration | Materials |
|---|---|---|
| Introduction to Data Science | 50 mins | Slides |
| Cloud Platform and Big Data | 50 mins | Slides |
| Break | 10 mins | |
| Hands-on | 55 mins | Databricks Community Edition, R, Load Spark Dataframe, Python |
| Break | 10 mins | |
| Decision Tree | 30 mins | Slides |
| Hands-on | 20 mins | R, Python |
| Feedforward Neural Network (FFNN) | 50 mins | Slides |
| FFNN Hands-on | 50 mins | R, Python |
| Break | 10 mins | |
| Convolutional Neural Network (CNN) | 30 mins | Slides |
| CNN Hands-on | 20 mins | R, Python |
| Break | 10 mins | |
| Recurrent Neural Network (RNN) | 20 mins | RNN Introduction, Embedding |
| RNN Hands-on | 20 mins | R, Python, Tokenize and Pad |
| Q&A | 5 mins |