Binary Classification Courses and Certifications

NPTEL-NOC IITM

Logistic Regression: Introduction to Binary Classification and Linear Classifiers

Master logistic regression for binary classification, covering linear classifiers, sigmoid functions, parameter estimation, and log-likelihood functions.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Introduction to Deep Learning with Keras

25 ratings at DataCamp

Learn to start developing deep learning models with Keras.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Classification Models

2 ratings at Udacity

Learn how to use classification predictive models to solve business problems involving non-numeric data.

• Udacity
• 5 hours
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Fair and Interpretable Decision Rules for Binary Classification

Explore fair and interpretable decision rules for binary classification using Boolean rule sets in DNF, with a focus on maximizing accuracy while maintaining group fairness constraints.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Derek Banas

TensorFlow Binary and Multi-class Classification Tutorial

Learn TensorFlow for binary and multi-class classification, covering data handling, model building, optimization, and evaluation techniques for effective machine learning implementations.

• YouTube
• 2 hours 8 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

The Cost of Fairness in Binary Classification

Explore the cost of fairness in binary classification, analyzing risk, optimal classifiers, and fairness frontiers with implications for stereotypes and decision-making.

• YouTube
• 22 minutes
• On-Demand
• Conference Talk

Databricks

AT&T AutoClassify - Unified Multi-Head Binary Classification From Unlabeled Text

Discover AT&T AutoClassify, an automated system that creates multi-head binary classifiers from unlabeled text, reducing LLM costs by 1,000x while minimizing human intervention.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Microcredential

Comprehensive Introduction to Tensorflow

21 ratings at CodeSignal

Master TensorFlow fundamentals through hands-on practice, from basic tensor operations to advanced neural networks, model optimization, and deployment techniques for building efficient deep learning solutions.

• CodeSignal
• 12 hours
• On-Demand
• Free Certificate
• 4 courses

Building a Neural Network in PyTorch

Master PyTorch neural networks from scratch - build, train, and evaluate models through hands-on examples covering network architecture, sequential models, training loops, and performance metrics.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Coursera

TensorFlow for Beginners: Basic Binary Image Classification

Learn to build and train a neural network for classifying cat and dog images using TensorFlow. Covers data preprocessing, CNN architecture, hyperparameter tuning, and model evaluation techniques.

• Coursera
• 3 hours 12 minutes
• On-Demand
• Paid Course

Building a Neural Network in TensorFlow

Master TensorFlow fundamentals and build neural networks through hands-on coding. Create, train, and evaluate models for binary classification while learning essential concepts like layers, activation functions, and predictions.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Trees, SVM and Unsupervised Learning

Explore support vector machines, neural networks, decision trees, and XG boost for predictive modeling. Learn data representation through PCA and clustering for practical applications in data science.

• Coursera
• 12 hours 59 minutes
• On-Demand
• Paid Course

Deep Learning: Visual Exploration

196 ratings at Udemy

Deep neural networks visually explained in plain english & without complex math

• Udemy
• 4 hours 2 minutes
• On-Demand
• Paid Course

Prediction Maps & Validation using Logistic Regression & ROC

149 ratings at Udemy

Comprehensive (Step-by-Step) Procedure From Prediction to ROC Validation of Maps using Logistic Regression In GIS and R

• Udemy
• 2 hours 6 minutes
• On-Demand
• Paid Course

Universal Deep Learning Mastery - 2026 Edition with Updated

87 ratings at Udemy

Transform into a Deep Learning Expert Build Intuition from Single Neuron to Deep Neural Networks using Keras Tensorflow

• Udemy
• 15 hours 24 minutes
• On-Demand
• Paid Course