Manu JosephinTowards Data ScienceMixture Density Networks: Probabilistic Regression for Uncertainty EstimationUncertainty is all around us.Mar 20, 20211Mar 20, 20211
Manu JosephinAnalytics VidhyaNeural Oblivious Decision Ensembles(NODE) — A State-of-the-Art Deep Learning Algorithm for Tabular…Deep Learning brought about revolutions in many machine learning problems from the field of Computer Vision, Natural Language Processing…Feb 25, 2021Feb 25, 2021
Manu JosephinTowards Data SciencePyTorch Tabular — A Framework for Deep Learning for Tabular DataIt is common knowledge that Gradient Boosting models, more often than not, kick the asses of every other machine learning models when it…Jan 27, 20211Jan 27, 20211
Manu JosephinTowards Data ScienceHow to Train and Deploy Custom AI-Generated Quotes using GPT2, FastAPI, and ReactJSGenerate quotes at willNov 27, 20201Nov 27, 20201
Manu JosephinTowards Data ScienceIntermittent Demand Forecasting with Deep Renewal ProcessesLet’s face it. anyone who has worked on Time Series Forecasting problems in the retail, logistics, e-commerce etc. would have definitely…Oct 13, 2020Oct 13, 2020
Manu JosephinTowards Data ScienceForecast Error Measures: Intermittent DemandIn the previous few blog posts, we’ve seen all the popular forecast measures used in practice. But all of them were really focused on…Oct 7, 20201Oct 7, 20201
Manu JosephinTowards Data ScienceForecast Error Measures: Scaled, Relative, and other ErrorsFollowing through from my previous blog about the standard Absolute, Squared and Percent Errors, let’s take a look at the alternatives —…Oct 1, 2020Oct 1, 2020
Manu JosephinTowards Data ScienceForecast Error Measures: Understanding them through experimentsMeasurement is the first step that leads to control and eventually improvement.Sep 26, 2020Sep 26, 2020
Manu JosephinTowards Data ScienceBattle of the BoostersThe last booster standing in an all-out brawl matchJul 1, 2020Jul 1, 2020
Manu JosephinTowards Data ScienceNGBoostNatural Gradients in Gradient BoostingJun 27, 20201Jun 27, 20201