Rajdeep Banerjee, PhDFermi Estimates: The Data Scientist’s Shortcut to Measuring Business Value -A Case Study of…How can a Nobel laureate Physicist’s method of reasoning help a data scientist convince the CEO about the business impact of his ML model?Sep 8Sep 8
Rajdeep Banerjee, PhDSMOTE(-ing) Is Injurious To (Data) Health!In this article, I am going to talk about why one should use the over-sampling techniques like SMOTE with caution. SMOTE, or synthetic…Aug 271Aug 271
Rajdeep Banerjee, PhDData-Centric AI in Action: Boosting Model Performance with Synthetic Data from Large Language…How to do error analysis, and generate relevant synthetic data using LLMs to improve your model performance.Aug 17Aug 17
Rajdeep Banerjee, PhDData-Centric AI: How to choose relevant data for model retraining? — A hands-on case study.Annotation task is costly in terms of time and money. What would be your approach to choose only the data that will improve your model?Aug 9Aug 9