Ventures Experience Workshops3
| Class No. | Topic | Description |
|---|---|---|
| 1 | Understanding Soramame System | Visiting the URL and analyzing the data |
| 2 | Data Storage | Github clone, create the database executing the sql queries, Uploading the data. |
| 3 | Data Generation | Writing the python program to create a dataframe in the format of timestamp and sensors |
| 4 | Data Processing(Part -1) | Removing columns having null values, Removing outliers detection using different Algorithms |
| 5 | Data Processing(Part -2) | Imputation techniques |
| 6 | Data Analysis(Part-1) | Clustering the data and Visualization |
| 7 | Data Analysis(Part-2) | Prediction using ARIMA and LSTM |
| 8 | Visualization of Results | Bargraph, Voilin, other plots |
| 9 | Pattern Mining | converting multiple timeseries data into binary transactional database Extracting FP's from the transactional databse Visualization |
| 10 | Pattern Using Fuzzy Set | converting multiple timeseries data into binary transactional database Extracting FP's from the transactional databse Visualization |
| 11 | Spatio Temporal Pattern Mining | neighbourhood file, Spatio temporal pattern |
| 10 | Sonification of Patterns(Part-1) | Implementing sonification for the patterns detected |
| 10 | Sonification of Patterns(Part-2) | Implementing sonification for the patterns detected |
