Avril Aysha

Avril Aysha is a Developer Advocate, helping devs crunch data and leverage synthetic data at scale. You can find her on Linkedin: https://www.linkedin.com/in/avrilaysha/

Blogposts written by Avril

Synthetic data accuracy vs training data sample size tutorial

Optimize your training sample size for synthetic data accuracy

September 21, 2023

Synthetic data accuracy is in a direct relationship with synthetic data sample size. In this tutorial, we'll show you how to optimize training data for best results.

Evaluate synthetic data quality using ML

Evaluate synthetic data quality using downstream ML

September 20, 2023

In this tutorial, you will learn how to validate the quality of synthetic data by evaluating its performance on a downstream ML task.

Data drift: How to tackle it with synthetic data

September 11, 2023

Data drift is a huge headache for ML developers. Conditional synthetic data generation can help put your model back on track.

Machine learning life cycle

Improve your machine learning life cycle with synthetic data

A step-by-step journey through the machine learning life cycle, from data collection to model explanation and sharing.

How to benchmark synthetic dsta generators

How to benchmark synthetic data generators

Benchmarking synthetic data generators across measures of fidelity and privacy using four different datasets.

Data anonymization with Python

Data anonymization in Python

Data anonymization is the process of removing personally identifiable information from datasets. Find out how to do it right!

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