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Anupama Bidargaddi

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Anupama Bidargaddi

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Aug 2

Welcome to The ML Researcher’s Handbook 🚀

A Complete Journey from Machine Learning Fundamentals to Modern AI Research

Welcome to The ML Researcher’s Handbook 🚀

Anupama Bidargaddi

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18h ago

Confidence Intervals: Estimating Unknown Population Parameters and Quantifying Uncertainty

Imagine that we want to know the average height of all students in a university.

Confidence Intervals: Estimating Unknown Population Parameters and Quantifying Uncertainty

Anupama Bidargaddi

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18h ago

A Matrix Equation Is More Than Just a Set of Equations: Understanding Its Geometry

When we encounter a matrix equation, our first instinct is usually to solve for the unknown vector.

A Matrix Equation Is More Than Just a Set of Equations: Understanding Its Geometry

Anupama Bidargaddi

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2d ago

Linear Algebra Through Problems: Understanding Ax = b and Its Connection to Machine Learning

From solving mathematical problems to understanding how Machine Learning and Deep Learning models learn.

Linear Algebra Through Problems: Understanding Ax = b and Its Connection to Machine Learning

Anupama Bidargaddi

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3d ago

Vector Operations Explained: Addition, Subtraction, Dot Product, and Projections

Understanding how vectors interact, what these operations mean geometrically, and why they matter in Machine Learning.

Vector Operations Explained: Addition, Subtraction, Dot Product, and Projections

Anupama Bidargaddi

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3d ago

Bayesian Inference: Learning by Combining Prior Knowledge with Evidence

Introduction

Bayesian Inference: Learning by Combining Prior Knowledge with Evidence

Anupama Bidargaddi

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5d ago

LDA and PLDA: Understanding Linear Discriminant Analysis and Probabilistic Linear Discriminant…

Machine Learning Series | Dimensionality Reduction and Statistical Learning

LDA and PLDA: Understanding Linear Discriminant Analysis and Probabilistic Linear Discriminant…

Anupama Bidargaddi

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5d ago

Linear Algebra Before the Mathematics: Understanding Vectors, Basis, Dimensions, and Geometry

Before learning matrices, eigenvalues, and transformations, let’s understand the beautiful geometric ideas that make linear algebra work.

Linear Algebra Before the Mathematics: Understanding Vectors, Basis, Dimensions, and Geometry

Anupama Bidargaddi

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6d ago

10 Important Statistical Terms Everyone Should Know

Understanding Confidence Intervals, Z-Scores, T-Scores, P-Values, and other essential concepts in statistical analysis.

10 Important Statistical Terms Everyone Should Know

Anupama Bidargaddi

·

6d ago

Law of Large Numbers and Central Limit Theorem: Why Averages Become Predictable

Understanding how sample averages stabilize, why larger samples matter, and how the Central Limit Theorem makes statistical prediction…

Law of Large Numbers and Central Limit Theorem: Why Averages Become Predictable

Anupama Bidargaddi

Anupama Bidargaddi

AI Researcher. Exploring Representation Learning, Deep Learning & Graph Neural Networks. Making AI Intuitive Through Math, Coding & Geometric Visualization.

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