ROC Curve Courses and Certifications

Deep Dive into Regression and Classification Metrics

Master essential machine learning metrics for evaluating regression and classification models, from basic error measurements to advanced ROC curves and confusion matrices.

• CodeSignal
• On-Demand
• Free Certificate

Classification Algorithms and Metrics

Master classification algorithms by building Logistic Regression, k-NN, Naive Bayes, and Decision Trees from scratch. Implement metrics like AUCROC and confusion matrix while gaining hands-on experience with real-world applications.

• CodeSignal
• On-Demand
• Free Certificate

Machine Learning with Tree-Based Models in R

Learn how to use tree-based models and ensembles to make classification and regression predictions with tidymodels.

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

Prediction Maps & Validation using Logistic Regression & ROC

144 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

Predictive Modeling with Python

74 ratings at Udemy

Think with a predictive mindset and understand well the basics of the techniques used in prediction with this course

• Udemy
• 9 hours 26 minutes
• On-Demand
• Paid Course

Binary Logistic Regression with Minitab

68 ratings at Udemy

Perform and Analyze the Results of Binary Logistic Regression Analysis using Minitab 19

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

Predict probabilities of class membership using Logistic Regression. Implement, evaluate, and interpret models for classification tasks like disease identification and customer conversion.

• Codecademy
• 3 hours
• On-Demand
• Free Trial Available

Biostatistics

Learn to evaluate diagnostic tests, analyze study types, and interpret key statistical concepts for medical research and clinical practice.

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

Biostatistics for the USMLE Step 1 Exam

Comprehensive biostatistics preparation for USMLE Step 1, covering study designs, diagnostic tests, risk quantification, statistical analysis, and more. Essential for medical students aiming to excel in this crucial exam component.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Data Professor

Python Data Science Project

Learn Python for data science through hands-on projects covering machine learning, web scraping, exploratory data analysis, and computational drug discovery. Gain practical skills using popular libraries and tools.

• YouTube
• 5 hours
• On-Demand
• Free Video

Great Learning

Supervised Learning Full Course - Supervised Learning Tutorial for Beginners

In this video we will be explaining various advantages in detail. We will also be covering different topics such as, What is Machine Learning, What are their types, Python implementation for Regression, and much more.

• YouTube
• 4 hours 46 minutes
• On-Demand
• Free Video

Serrano.Academy

General Machine Learning

Explore key machine learning concepts, algorithms, and evaluation methods in this comprehensive introduction to the field.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

Data School

Machine Learning

Explore key machine learning concepts, including confusion matrices, ROC curves, and AUC. Apply knowledge to real-world challenges and text analysis.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Video

Julia Silge

Predict Class Membership for the Datasaurus Dozen With Tidymodels

Explore multiclass evaluation metrics for random forest models using the Datasaurus Dozen dataset, focusing on model performance and visualization techniques.

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

Alan Turing Institute

Better Decisions with Machine Learning - Peter Flach

Explore machine learning techniques for better decision-making, including ROC curves, calibration methods, and precision-recall-gain curves. Learn to adapt models to deployment contexts and measure ML performance.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video