Karan_bhutaniUnlocking the Playground of Reinforcement Learning: A Simple Guide to Policies, Values, and Optimal…Imagine you’re in a huge playground filled with all sorts of fun activities – swings, slides, sandboxes, and more. Now, picture this: every…Aug 21Aug 21
Karan_bhutaniUnderstanding Reinforcement Learning: How It Differs from Traditional Machine LearningAug 18Aug 18
Karan_bhutaniUnderstanding Loss Functions: The Heartbeat of Machine Learning AlgorithmsIn the world of machine learning, understanding how well your algorithm models the data is crucial. This evaluation is made possible by…Aug 12Aug 12
Karan_bhutaniUnderstanding the Perceptron: A Dive into the Basics and the Perceptron TrickThe perceptron is a fundamental concept in the world of machine learning and forms the building block for more complex neural networks. If…Aug 9Aug 9
Karan_bhutaniEncoding for Categorical Feautres.When you have a categorical feature with a large number of unique categories (such as 100 in your case), both label encoding and one-hot…Jun 9, 2023Jun 9, 2023
Karan_bhutaniBack-propagation in a simple manner without diving into complexBackpropagation is a technique used in training artificial neural networks, which helps them learn from data and improve their performance…May 25, 2023May 25, 2023
Karan_bhutaniChatGPT designed Deep Learning course with resources.Week 1: Introduction to Deep Learning and Neural NetworksMay 9, 2023May 9, 2023
Karan_bhutaniReading a DendrogramA dendrogram is a graphical representation of a hierarchical clustering that shows the order and distances of the merged clusters. Each…May 5, 2023May 5, 2023
Karan_bhutaniAgglomerative Hierarchical Clustering (AHC)In this example, we first generate a synthetic dataset using the make_blobs function from scikit-learn, with 100 samples and 4 clusters. We…May 5, 2023May 5, 2023
Karan_bhutaniData preprocessing before Principal Component Analysis.Standardize the data: Since PCA is based on variance, it’s important to standardize the data so that variables with larger magnitudes do…May 1, 2023May 1, 2023