Binary Classification Courses and Certifications

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

193 ratings at Udemy

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

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

Intro to Deep Learning

2 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 Online Course

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

Introduction to Deep Learning with Keras

23 ratings at DataCamp

Learn to start developing deep learning models with Keras.

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

Train and Evaluate Classification Models

Train and evaluate classification models using Scikit-Learn. Learn binary classification, logistic functions, thresholds, and performance metrics for effective machine learning categorization.

• YouTube
• 1 hour 29 minutes
• On-Demand
• Free Online Course

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 Online Course

Churchill CompSci Talks

PAC Learning

Explore PAC learning framework in machine learning, covering supervised classification, learnability criteria, and VC dimension. Understand theoretical foundations and practical implications.

• YouTube
• 31 minutes
• On-Demand
• Free Online Course

Institute for Advanced Study

Learning Probability Distributions - What Can, What Can't Be Done - Shai Ben-David

Explore probability distribution learning, its possibilities and limitations. Shai Ben-David discusses density estimation, sample compression schemes, and challenges in statistical learning theory.

• YouTube
• 57 minutes
• On-Demand
• Free Online Course

Valerio Velardo - The Sound of AI

Implementing a Neural Network for Music Genre Classification

Implement a music genre classifier using TensorFlow and MFCC features. Learn key deep learning concepts like binary/multiclass classification, ReLUs, batching, and overfitting while building the neural network.

• YouTube
• 33 minutes
• On-Demand
• Free Online Course

Vertex AI Tabular Data: Qwik Start

In this lab, you will learn how to build a binary classification model from tabular data using Vertex AI.

• Google Cloud Skills Boost
• On-Demand
• Paid Course

Security Onion

Practical Cyborgism - Machine Learning for Bro Logs

Explore machine learning techniques for analyzing Bro logs, focusing on supervised and unsupervised methods to enhance cybersecurity threat detection and analysis.

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