Ashok KumarinAnalytics VidhyaACTIVATION FUNCTIONSThis article is a brief discussion on various activation functions3 min read·Apr 7, 2021----
Ashok KumarinAnalytics VidhyaCLASSIFICATION REPORTA brief discussion on classification report and the metrics present in that report3 min read·Nov 10, 2020----
Ashok KumarinAnalytics VidhyaBayes’ theoremA brief discussion on conditional probability and Bayes’ therorem4 min read·Oct 30, 2020----
Ashok KumarinAnalytics VidhyaN-Gram Language ModelsThis article is a discussion about language modeling, generate the text using N-gram LM, and sentence probability estimation using N-gram…7 min read·May 28, 2020--1--1
Ashok KumarinAnalytics VidhyaMarkov ChainsThis article is a discussion on Markov Chains and their implementations in python4 min read·May 25, 2020----
Ashok KumarinAnalytics VidhyaCovariance and CorrelationThis is a discussion on Mean, Variance, Covariance, Correlation and their implementation using python5 min read·Apr 1, 2020----
Ashok KumarinAnalytics VidhyaThe Concept of Error AnalysisThis article is a discussion of precision, recall and mathematical operations like Macro Average and Weighted Average6 min read·Feb 19, 2020--1--1
Ashok KumarinAnalytics VidhyaUnderstanding Entropy, Loss Functions and the Mathematical intuition behind themThis article is a discussion about entropy and how loss functions work in classification related problems10 min read·Feb 13, 2020--2--2
Ashok KumarinAnalytics VidhyaFunctionality — PandasThis is a discussion on various features of Pandas and the functionality with the help of Amazon Stocks Dataset.6 min read·Feb 4, 2020----