Binary Classification Courses and Certifications

Classification Models

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

• Udacity
• 2 weeks
• On-Demand
• Free Online 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
• On-Demand
• Free Certificate

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
• On-Demand
• Free Certificate

Microcredential

Comprehensive Introduction to Tensorflow

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
• On-Demand
• Free Certificate
• 4 courses

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 58 minutes
• On-Demand
• Free Online Course (Audit)

Deep Learning: Visual Exploration

194 ratings at Udemy

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

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

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

Intro to Deep Learning

3 reviews

Use TensorFlow and Keras to build and train neural networks for structured data.

• Kaggle
• 4 hours
• On-Demand
• Free Certificate

Introduction to Neural Networks - Lecture 5

Introduction to neural networks, covering object classification, image representation, and machine learning fundamentals. Explores biological inspiration, computational implementation, and practical applications in image recognition.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Machine Learning and AI Foundations: Classification Modeling

481 ratings at LinkedIn Learning

Classification methods are among the most important in modern data science. Learn classification strategies and algorithms for machining learning and AI.

• LinkedIn Learning
• 2 hours 5 minutes
• On-Demand
• Free Trial Available

Fully Connected Neural Networks with Keras

91 ratings at egghead.io

Build and train fully connected neural networks using Keras for various machine learning tasks, including regression, binary classification, and multi-category classification. Learn to optimize, evaluate, save, and deploy models.

• egghead.io
• 39 minutes
• On-Demand
• Paid Course

AWS Machine Learning by Example

82 ratings at LinkedIn Learning

Take a deeper dive into machine learning with Amazon Web Services (AWS). Learn how to approach common machine learning tasks using key techniques.

• LinkedIn Learning
• 1-2 hours
• On-Demand
• Free Trial Available

Explore computational learning theory, focusing on binary classification and incremental learning models, with insights into various AI approaches and research areas.

• openHPI
• 3 weeks
• On-Demand
• Free Online Course

Krish Naik

Performance Metrics for Classification Problem in Machine Learning - Part 1

Learn key performance metrics for binary classification in machine learning, including recall and precision, to effectively evaluate model performance and make informed decisions.

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

Paul Hand

Supervised Machine Learning Review

Comprehensive review of supervised machine learning concepts, focusing on statistical frameworks, loss functions, and the intriguing double-descent phenomenon in neural networks.

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