Avishek NaginTowards Data ScienceBayesian Approach and Model EvaluationEvaluate & Compare models with Bayesian metrics, determine right parameters with an introduction to Bayesian Modelling approachFeb 2, 2022Feb 2, 2022
Avishek NaginTowards Data ScienceReinforcement Learning vs Bayesian Optimization: when to use whatA comparative study of RL vs Bayesian approach for optimization solutionJun 30, 20212Jun 30, 20212
Avishek NaginTowards Data ScienceBayesian Optimization: A step by step approachAn explanation of Bayesian Optimization with statistical detailsJun 15, 20215Jun 15, 20215
Avishek NaginTowards AIStock Price Change Forecasting with Time Series: SARIMAXHigh level understanding of Time Series, stationarity, seasonality and modeling with SARIMAXSep 16, 2020Sep 16, 2020
Avishek NaginTowards AIDeploying ML Models in Production: Model Export & System ArchitectureUnderstanding model export mechanisms, lightweight integration, offline & online model hosting techniquesSep 2, 2020Sep 2, 2020
Avishek NaginTowards AIImage Classification using Deep Learning & PyTorch: A Case Study with Flower Image DataClassifying Flower images using Convolutional Deep Neural Network with PyTorch libraryAug 5, 20192Aug 5, 20192
Avishek NaginTowards AIText Classification by XGBoost & Others: A Case Study Using BBC News ArticlesComparative study of different vector space models & text classification techniques like XGBoost & othersJul 3, 20193Jul 3, 20193
Avishek NaginTowards AIMulti-Label Text Classification Using Scikit-multilearn: a Case Study with StackOverflow QuestionsDesigning a multi-label text classification model which helps to tag stackoverflow.com questions with different topicsJun 30, 20193Jun 30, 20193
Avishek NaginTowards AIUnderstanding Multi-Label classification model and accuracy metricsTheory behind multi-label/multi-tagging model, different umbrella classification schemes and accuracy metric analysisJun 28, 20192Jun 28, 20192
Avishek NaginTowards AIPrediction of Relative Locations of CT Slices in CT ImagesPredicting the relative location of CT slices on the axial axis of the human body using regression techniques on very high-dimensional dataJun 9, 20191Jun 9, 20191