Megha NatarajanUnderstanding Convolutional Neural Networks (CNNs) IntuitivelyConvolutional Neural Networks (CNNs) are a class of deep learning algorithms that have shown excellent performance in various visual…·6 min read·Apr 25, 2024----
Megha NatarajanReinforcement Learning: An Intuitive Guide with Python Code ImplementationReinforcement Learning (RL) is an area of machine learning that focuses on how agents should take actions in an environment to maximize…·8 min read·Apr 24, 2024----
Megha NatarajanIntuitively understanding the different Logistic Regression Solvers and the effect of Random_State…Logistic regression is a staple in the toolbox of data scientists and machine learning practitioners. It’s simple yet powerful, offering a…·4 min read·Mar 29, 2024----
Megha NatarajanSeamlessly Predicting New Data Points with KMeans ClusteringIntroduction·2 min read·Mar 14, 2024----
Megha NatarajanVisual Intuition behind Principal Component AnalysisWelcome back to another deep dive into the intuition behind Machine Learning. Today, we will gain a visual intuition behind Principal…4 min read·Mar 8, 2024----
Megha NatarajanDecoding Drift and Skew in Machine Learning: Understanding the Key Differences·2 min read·Nov 12, 2023----
Megha NatarajanUnderstanding Data Drift and Concept Drift: A Visual Guide·3 min read·Nov 12, 2023----
Megha NatarajanIntuition behind the Different Feature Columns in TensorFlowTensorFlow’s feature columns provide a powerful way to handle a variety of data types when building machine learning models. They act as…2 min read·Nov 10, 2023----
Megha NatarajanWhat is Training-Serving Skew, and how can it be prevented on Google Cloud Platform?Training-serving skew is a phenomenon that can occur in machine learning models, where the performance of a model during training differs…2 min read·Nov 10, 2023----
Megha NatarajanUnderstanding Different Neural Network Optimizers with Visual Intuition·4 min read·Nov 8, 2023----