Bibek Shah ShankharUnraveling Crime Patterns in Toronto: A Data-Driven ExplorationIn this comprehensive data analysis and machine learning project, we explore a dataset titled “Police Annual Statistical Report — Arrested…6 min read·Jan 10, 2024----
Bibek Shah ShankharTransfer Learning: A Paradigm Shift in Machine LearningIntroduction3 min read·Nov 30, 2023----
Bibek Shah ShankharPredicting The Stock MarketIn this project, we’ll be working with data from the S&P500 Index. We will be using historical data on the price of the S&P500 Index to…7 min read·Dec 23, 2020----
Bibek Shah ShankharEver wonder where Gaussian distribution is used in a real world?This article is about the simple example where you can use Gaussian distribution in the real world scenario.2 min read·Jul 7, 2020----
Bibek Shah ShankharWhy you should learn Linear Algebra ?As you have already studied about linear algebra in your high school and college . Linear algebra is fundamental to almost every field of…4 min read·Jun 23, 2020----
Bibek Shah ShankharinStructuring your Machine Learning projectsSatisficing and optimizing metricThere are different metrics for assessing a classifier ‘s performance, they are called evaluation matrices. They can be categorized as…2 min read·Jun 10, 2020----
Bibek Shah ShankharinStructuring your Machine Learning projectsWhy use Single Number Evaluation Metric in Machine Learning?If you are tuning hyperparameters, or attempting various ideas Learning algorithms, or simply trying out various options for constructing…3 min read·Jun 8, 2020----
Bibek Shah ShankharinStructuring your Machine Learning projectsOrthogonalization in Machine LearningOrthogonalization is a system design property that ensures that modification of an instruction or an algorithm component does not create…3 min read·Jun 8, 2020----
Bibek Shah ShankharinOptimizing HyperparametersHyperparameters tuning in practice: Pandas vs. CaviarToday deep learning is applied to several different areas of application, and intuitions about hyperparameter settings from one area of…4 min read·May 31, 2020--2--2
Bibek Shah ShankharinOptimizing HyperparametersUsing an appropriate scale to pick hyperparametersIn the last aticle you saw how random sampling, over the range of hyperparameters, can enable you to more efficiently search the space of…2 min read·May 30, 2020----