Ashutosh TripathiA Complete Guide to Decision Tree Formation and Interpretation in Machine LearningDecision Tree concept building by showing all calculation in a step by step approach9 min read·Mar 29, 2022----
Ashutosh TripathiDecision Tree for Regression Models in Machine LearningConcept Building on Decision Tree formation for Regression Problems5 min read·Oct 11, 2021----
Ashutosh TripathiinTowards Data ScienceHow to deploy Machine Learning models as a Microservice using FastAPIMicroservice based Architecture for Machine Learning Models in Production6 min read·Feb 15, 2021--3--3
Ashutosh TripathiinTowards Data ScienceNamed Entity Recognition NER using spaCy | NLP | Part 4Text Processing using spaCy | NLP Library6 min read·Apr 27, 2020--3--3
Ashutosh TripathiinTowards Data ScienceA Quick Guide to Tokenization, Lemmatization, Stop Words, and Phrase Matching using spaCy | NLP |…“ spaCy” is designed specifically for production use. It helps you build applications that process and “understand” large volumes of text…11 min read·Apr 6, 2020----
Ashutosh TripathiinTowards Data ScienceBayes’ Theorem with Example for Data Science ProfessionalsBayes Theorem is the extension of Conditional probability. Conditional probability helps us to determine the probability of A given B…4 min read·Aug 20, 2019----
Ashutosh TripathiinTowards Data ScienceConditional Probability with examples For Data ScienceAs the name suggests, Conditional Probability is the probability of an event under some given condition. And based on the condition our…7 min read·Aug 15, 2019--1--1
Ashutosh TripathiinTowards Data ScienceA Complete Guide to Principal Component Analysis — PCA in Machine LearningPrincipal Component Analysis or PCA is a widely used technique for dimensionality reduction of the large data set. Reducing the number of…10 min read·Jul 11, 2019--1--1
Ashutosh TripathiinTowards Data ScienceWhat is Logistic Regression?Logistic regression is the most widely used machine learning algorithm for classification problems. In its original form, it is used for…7 min read·Jun 17, 2019----
Ashutosh TripathiWhat is stepAIC in R?In R, stepAIC is one of the most commonly used search method for feature selection. We try to keep on minimizing the stepAIC value to come…3 min read·Jun 16, 2019--2--2