Ritesh AgrawalinEngineering @VaroEvolution of ML Platform @ VaroBuilding a holistic ML Platform has become more of an integration challenge. In this post we discuss the evolution of ML Platform at Varo.6 min read·Oct 13, 2021----
Ritesh AgrawalinEngineering @VaroFeature Store: Challenges and ConsiderationsAuthors: Ritesh Agrawal, Brandon Lee6 min read·May 24, 2021----
Ritesh AgrawalPackaging Machine Learning Model The Right WayThis post shows how to leverage sklearn-pandas and baikal to encapsulate both transformations and scoring while generating serialized model4 min read·Feb 5, 2021----
Ritesh AgrawalDatabase Stored Procedure for Automated Changelogleveraging stored procedure to capture what’s updated in a table4 min read·Jan 31, 2021----
Ritesh AgrawalDemystifying PyTorch: Understanding interaction between various PyTorch abstractions.PyTorch is one of the most used libraries for deep learning but is also one of the very difficult libraries to understand due to lot of…7 min read·Dec 11, 2020----
Ritesh AgrawalLeveraging Annotation Library (PigeonXT) for Feature EngineeringOne of the first challenges in machine learning on structured data is “Feature Engineering.” It involves deciding whether to treat a…2 min read·Jul 9, 2020----
Ritesh AgrawalAI²: Adaptive Infrastructure Using Artificial IntelligenceFrom self-driving cars to medical assistants, businesses have found a multitude of ways to leverage machine learning and artificial…6 min read·Jun 1, 2020----
Ritesh AgrawalSampling With Replacement In PrestoWhile analyzing an experiment data, I encountered an interesting brain teaser. I wanted to use the bootstrap method and for that needed to…2 min read·Jun 12, 2019----
Ritesh AgrawalData Sampling In PrestoThe importance of “Sampling” cannot be overstated. The conclusions we draw from the data as well as the quality of the machine-learned…3 min read·Aug 11, 2017----
Ritesh AgrawalThe intuition behind R2 and other regression evaluation metricsMSE, R2, AUC, etc are often used to evaluate regression models. This post explores the intuition behind these metrics.5 min read·May 6, 2017----
