Aishwarya SinghNavigating the Nuances of Model Building: Overfitting, Underfitting, Bias, and VarianceBalancing Act in Machine Learning for Optimal Model PerformanceNov 17, 2023Nov 17, 2023
Aishwarya SinghPrecision or Recall — Which one do I use?3 simple questions can help you make this decisionFeb 3, 2023Feb 3, 2023
Aishwarya SinghinAnalytics Vidhya4 Boosting Algorithms You Should Know — GBM, XGBM, XGBoost & CatBoostBoosting algorithms have been around for years and yet it’s only recently when they’ve become mainstream in the machine learning community…Feb 13, 2020Feb 13, 2020
Aishwarya SinghinAnalytics VidhyaPandas Version 1.0 is Out! Top 4 Features Every Data Scientist Should KnowThere are only a handful of libraries that elicit an instant look of appreciation in a wide variety of developers and programmers. These…Jan 19, 20206Jan 19, 20206
Aishwarya SinghinAnalytics Vidhya6 Powerful Feature Engineering Techniques For Time Series Data (using Python)‘Time’ is the most essential concept in any business. We map our sales numbers, revenue, bottom line, growth, and even prepare forecasts —…Dec 9, 20191Dec 9, 20191
Aishwarya SinghinAnalytics VidhyaBuild Better and Accurate Clusters with Gaussian Mixture ModelsUnderstand how Gaussian Mixture Models are used for clustering and compare the results with k-means algorithm.Oct 31, 20191Oct 31, 20191
Aishwarya SinghinAnalytics VidhyaA Detailed Guide to the Powerful SIFT Technique for Image Matching (with Python code)Learn how SIFT features are generated and can be used for image matchingOct 9, 20193Oct 9, 20193
Aishwarya SinghinAnalytics Vidhya9 Powerful Tricks for Working with Image Data using skimage in PythonLearn what skimage is and how it works, and also 8 powerful skimage tricks to make you a computer vision expert. Get started in Python…Sep 16, 20191Sep 16, 20191
Aishwarya SinghinAnalytics VidhyaFeature Engineering for Images: A Valuable Introduction to the HOG Feature DescriptorOverviewSep 4, 2019Sep 4, 2019
Aishwarya SinghinAnalytics Vidhya3 Beginner-Friendly Techniques to Extract Features from Image Data using PythonOverviewAug 29, 2019Aug 29, 2019