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Articles · Rebeauty Atlas

HUM AI

AI Aimyo

Classification — Cost Function

A recap of Andrew Ng course (Machine Learning Specialization) on Coursera

Jun 14, 2026 · 3 min read · 0 claps #binary-cross-entropy #cost-function #coursera

JA Jaweria Shahid

Building a Neural Storyteller: Image Captioning with Seq2Seq Models

Introduction

Feb 10, 2026 · 3 min read · 0 claps #lstm #resnet #image-captioning

HUM AI

IN Infinite Ripples

A Layer-Wise Derivation of Backpropagation in Neural Networks

Neural networks learn by making mistakes—and then systematically correcting them. Every accurate prediction is built upon a chain of…

Feb 06, 2026 · 7 min read · 3 claps #backpropagation #deep-learning #neural-networks

A Layer-Wise Derivation of Backpropagation in Neural Networks

AI

RA Razacreatesit

Loss Function for Logistic Regression

The reason we were not reaching the optimal solution using perceptron and even sigmoid because points are being selected randomly and each…

Feb 04, 2026 · 3 min read · 0 claps #binary-cross-entropy #log-loss

HUM AI

PA Pallavi Krishna

Cross-Entropy Loss Explained (With a Binary Classification Example)

If you’ve worked with classification models — logistic regression, neural networks, or deep learning — you’ve almost certainly seen…

Jan 29, 2026 · 3 min read · 1 claps #cross-entropy-loss #binary-cross-entropy #loss-function

Cross-Entropy Loss Explained (With a Binary Classification Example)

HUM AI

SA Sanjogh

Entropy & Cross Entropy in Machine Learning: A Beginner-Friendly Guide with Coins, Chickens, and 20…

Your understanding of Entropy is just 1 question away.

Dec 10, 2025 · 3 min read · 0 claps #entropy-explained #cross-entropy #binary-cross-entropy

Entropy & Cross Entropy in Machine Learning: A Beginner-Friendly Guide with Coins, Chickens, and 20…

HUM AI SCI

YA Yalcinselcuk

Entropy, KL Divergence, and Binary Cross-Entropy: An Information-Theoretic View of Loss

In the field of machine learning, loss functions are more than just mathematical tools; they are the language that models use to learn from…

Aug 25, 2025 · 4 min read · 0 claps #cross-entropy #shannon-entropy #binary-cross-entropy

Entropy, KL Divergence, and Binary Cross-Entropy: An Information-Theoretic View of Loss

HUM AI TCH

MW Mwangiboyle

Logistic Regression Explained Simply

Logistic Regression is one of the most popular algorithms for binary classification. Unlike Linear Regression, which predicts continuous…

Aug 25, 2025 · 2 min read · 0 claps #logistic-regression #binary-cross-entropy #machine-learning

HUM AI SCI

AM AmeerSaleem

Cross-entropy loss for ML classification models

How to measure model performance with loss functions.

Aug 10, 2025 · 6 min read · 15 claps #binary-cross-entropy #categorical-cross-entropy #classification-models

Cross-entropy loss for ML classification models

ART

MO Monisha RK

CV-30 (Detection Series 3: YOLO v1 to v3)

Comparison based on Architecture and Standout Features for YOLOv1, YOLOv2, and YOLOv3.

May 01, 2025 · 2 min read · 0 claps #yolov1 #yolov2 #yolov3