Faisal Shehzad1: What is a variable, value, continuous variable, discrete variableIn order to use the statistics, we need to understand the data, which come in amazing forms. Each form of data gives us a unique type of…Jan 5Jan 5
Faisal ShehzadStatisticsStatistics include the understanding of numbers and figures, for examplesJan 5Jan 5
Faisal ShehzadAnalysis of Coveo Challenge DatasetHere, will conduct the analysis regarding the ⅛ latest fraction of the Convo dataset because the complete dataset contains a large number…Aug 18, 2023Aug 18, 2023
Faisal ShehzadDice coefficient — Content representation and content similarityThe simplest way to describe the catalog of items is by maintaining each item’s attributes (also known as characteristics, attributes, and…Jul 27, 2023Jul 27, 2023
Faisal ShehzadBlog-2: Similar Item RecommendationsThe goal of this blog is to experiment with different strategies to generate recommendations for similar items. The movie domain (MovieLens…Jul 23, 2023Jul 23, 2023
Faisal ShehzadContent‐based recommenderImplement a popularity‐aware content‐based recommendation technique.Jul 23, 2023Jul 23, 2023
Faisal ShehzadRecommender systemsWe are going to start a series where we design recommender systems using statistical, machine learning, and deep learning methods. This…Jul 22, 2023Jul 22, 2023
Faisal ShehzadSession-based Recommender SystemsIn this series, we work on session-based modeling by simple kNN methods and deep learning models. In stage 1, we focus on kNN methods and…Jan 29, 2023Jan 29, 2023
Faisal ShehzadEvaluation metrics for session-based modelingOne of the key challenges when developing a recommendation engine is how to evaluate it. So, we know its positive impacts on stakeholders…Jan 29, 2023Jan 29, 2023
Faisal ShehzadTokenization, Stemming LemmatizationNLTK is a library, which is used to perform analysis on natural language processing that is also known as NLP. It provides multiple…May 18, 2022May 18, 2022