Tutorials

The tutorials we have listed on this page provides a starting point for the Rockfish features which can be modified to suit your specific needs.

You will need an API key to run the tutorials. If you don't have a key, please send a request to support@rockfish.ai.

Please replace YOUR_API_KEY with the assigned API key string without quotes. For example, if the assigned API Key is abcd1234, 

%env ROCKFISH_API_KEY=abcd1234
conn = rf.Connection.from_env()
Alternatively, you can also initiate the connection as below. 
api_key = "abcd1234"
api_url = "https://api.rockfish.ai"

conn = rf.Connection.remote(api_url, api_key)

If you prefer to download the notebook and run it locally, please follow Installation page to set up a correct environment.

Example Tutorials :

Features Description Tutorial Link
Generate synthetic data for Tabular Data This tutorial will walk you through how to generate synthetic data using Model RF-Tab-GAN. The dataset used is Clinical Trial dataset including dozens of biometrics for patients using the RF-Tab-GAN model. Open In Colab
Generate synthetic data for Tabular Data The Dataset used in this tutorial is based on music selection from Spotify. Learn how to generate synthetic music playlist data using the Model RF-Tab-Transformer model. Open In Colab
Generate synthetic data for Session/Time series Data This tutorial will walk you through teach you how to generate synthetic data for a session/time series data, using Model RF-Time-GAN.The dataset used in Finance data and is being used to detect Fraud occurrences. Open In Colab
Generate synthetic data for Session/Time series Data This tutorial uses Dataset containing IP addresses, utilization, and associated timestamps. The tutorial will walk through how to generate realistic synthetic network traffic using ModelRF-Time-Transformer. Open In Colab
Using Rockfish Recommendation Engine This tutorial will walk you through how Rockfish's recommendation engine recommend model and pre-processing steps based on your data Open In Colab
Handling Dependent fields This tutorial will walk you through how to handle Dependent fields using Rockfish Open In Colab
Handling Missing values This tutorial will walk you through options available with Rockfish to handle missing values Open In Colab
Remapping sensitive data This tutorial will walk yout through how to Remap sensitive fields Open In Colab
Evaluate Privacy Requirement Open In Colab
Using SQL with Rockfish This tutorial will provide you some common examples where you could use SQL Open In Colab
Generation with Conditions on Session Metadata using RF Time GAN Open In Colab

Stuck or need some help? Please reach out to support@rockfish.ai.