Aishwarya SinghNavigating the Nuances of Model Building: Overfitting, Underfitting, Bias, and VarianceBalancing Act in Machine Learning for Optimal Model Performance5 min read·Nov 17, 2023----
Aishwarya SinghPrecision or Recall — Which one do I use?3 simple questions can help you make this decision3 min read·Feb 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…6 min read·Feb 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…8 min read·Jan 19, 2020--6--6
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 —…12 min read·Dec 9, 2019--1--1
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.11 min read·Oct 31, 2019--1--1
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 matching12 min read·Oct 9, 2019--3--3
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…14 min read·Sep 16, 2019--1--1
Aishwarya SinghinAnalytics VidhyaFeature Engineering for Images: A Valuable Introduction to the HOG Feature DescriptorOverview14 min read·Sep 4, 2019----
Aishwarya SinghinAnalytics Vidhya3 Beginner-Friendly Techniques to Extract Features from Image Data using PythonOverview10 min read·Aug 29, 2019----