Sandeep PainulyinHeartbeatDoes bootstrap aggregation help in improving model performance and stability ?An Ensemble technique called Bootstrap Aggregation (bagging) aims to address overfitting for classification or regression issues. The goal…Oct 31, 2023Oct 31, 2023
Sandeep PainulyinHeartbeatA Complete Guide to Generative Adversarial Networks (GANs)A deep dive into the power of GANsJun 19, 20231Jun 19, 20231
Sandeep PainulyinHeartbeatSVM : Complete GuideAfter having a detailed understanding of KNN, Linear Regression, Naive Bayes. We finally arrived at one of the famous algorithms used for…Nov 16, 20221Nov 16, 20221
Sandeep PainulyinHeartbeatKNN: A Complete GuideA gentle introduction to the K-Nearest Neighbors algorithmOct 19, 2022Oct 19, 2022
Sandeep PainulyinHeartbeatNaive Bayes: A Complete GuideThe mathematical foundations of the Naive Bayes Classifier and how to implement them in PythonSep 16, 2022Sep 16, 2022
Sandeep PainulyinHeartbeatGuide to Different Probability DistributionsA breakdown of Gaussian, uniform, binomial, Bernoulli, log-normal, and Poisson distributions, with codeAug 4, 2022Aug 4, 2022
Sandeep PainulyinHeartbeatTesting and Debugging ML/AI Systems End-to-EndThe advancement in the field of AI/ML in the past two decades has made machine learning and its models omnipresent. There are a ton of…Jul 13, 20221Jul 13, 20221
Sandeep PainulyOBJECT DETECTION : YOU ONLY LOOK ONCE (YOLO v3 ) ?Over the past few decades with the advancement of Deep Learning, It has drawn much greater attention and become an imperious technology in…Jan 4, 2022Jan 4, 2022
Sandeep PainulyPerformance Metrics and Their TypesHi folks! Great to see you again. This is one of the most important topics which in my opinion every aspiring ML engineer should know. This…Dec 28, 2021Dec 28, 2021