Srishti SawlaData Preparation Challenges: Solutions for ML ModelsAs a seasoned data scientist, I’ve had my fair share of challenges when it comes to preparing data for machine learning models. I’ve…Mar 31, 2023Mar 31, 2023

Srishti SawlaShining Light on LiGBMAs a data scientist, data cleaning and feature engineering are often some of the most time-consuming and challenging parts of any…Mar 24, 2023Mar 24, 2023

Srishti SawlaUnderstanding Information Value (IV) in Machine LearningInformation value (IV) is a powerful tool in machine learning that is used to assess the predictive power of a given feature in a dataset…Feb 17, 20231Feb 17, 20231

Srishti SawlaFine-Tuning Your XGBoost Model with Key HyperparametersXGBoost (Extreme Gradient Boosting) is a powerful and widely used machine learning library for gradient boosting. It’s known for its high…Feb 7, 20231Feb 7, 20231

Srishti SawlaCombatting Input Drift in Machine Learning: Strategies and ApproachesInput drift is a common challenge in Machine Learning (ML) that can significantly impact the performance of models over time. It occurs…Feb 5, 2023Feb 5, 2023

Srishti SawlaThe Secret Sauce of Predictive Modeling: Understanding Weight of EvidenceWeight of Evidence (WOE) is a statistical method used in predictive modeling to measure the relationship between independent variables and…Feb 2, 2023Feb 2, 2023

Srishti SawlaLightGBM Simplified: A Kid-Friendly Explanation of the Game-Changing ML AlgorithmLightGBM is a fast, distributed, and efficient gradient boosting framework based on decision tree algorithms. It is designed to be…Feb 2, 2023Feb 2, 2023

Srishti SawlaWhat do you mean by MEAN?(part I)I bet you would have come across various scenarios where you had to deal with Averages.Aug 10, 2021Aug 10, 2021

Srishti SawlaLinear Regression- Data Science Algorithm every Data Scientist should knowHi folks, I work as a Data Scientist at Bharti AXA General Insurance and while interviewing candidates for Data Science position, the…Apr 8, 20191Apr 8, 20191

Srishti SawlaBrushing Up Linear Algebra-VectorsThis is my first blog post of my Blogging Series “Brushing Up Linear Algebra”Oct 16, 2018Oct 16, 2018