Confusion Matrix Courses and Certifications

Mastering Confusion Matrix in Machine Learning - From Confusion to Clarity

Master the confusion matrix to evaluate and enhance machine learning model performance through accuracy, precision, and recall metrics for better classification results.

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

deeplizard

CNN Confusion Matrix with PyTorch - Neural Network Programming

Learn to build, plot, and interpret a confusion matrix using PyTorch for neural network evaluation, including techniques for disabling gradient tracking and analyzing model performance across different classes.

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

NPTEL-NOC IITM

Statistical Inference of Logistic Regression: Confusion Matrix, Errors, and Model Selection

Explore statistical inference in logistic regression, covering confusion matrices, error types, and model selection techniques for improved predictive accuracy.

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

Roboflow

Model Evaluation for Computer Vision - Precision, Recall, F1 Score, and Confusion Matrix

Explore key metrics for evaluating computer vision models, including precision, recall, F1 score, and confusion matrices, to enhance your understanding of model performance.

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

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
• 5 hours
• On-Demand
• Free Certificate

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
• 2 hours
• On-Demand
• Free Certificate

Building and Evaluating Text Classifiers in Python

Master text classification techniques using Naive Bayes, logistic regression, and grid search optimization. Learn preprocessing, model training, cross-validation, and performance evaluation using Python and the SMS Spam dataset.

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

Binary Logistic Regression with Minitab

86 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

R Programming: R for Data Science and Data Analytics A-Z™

61 ratings at Udemy

Learn R Programming Hands-on - Vectors and Data Frames, R Packages & Functions, R in Data Visualization, Apply R for ML

• Udemy
• 7 hours 29 minutes
• On-Demand
• Paid Course

Data Science Interview Questions & Answers

52 ratings at Udemy

Prepare for Data Scientist and Machine Learning Engineer interviews by learning the frequently asked interview questions

• Udemy
• 2 hours 38 minutes
• On-Demand
• Paid Course

CodeWithHarry

Precision, Recall, Confusion Matrix and F1-Score - Machine Learning Tutorials in Hindi

Aprenda a evaluar modelos de aprendizaje automático utilizando métricas clave como precisión, recall, matriz de confusión y puntuación F1, con ejemplos prácticos en Python.

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

Predictive Analytics Essential Training: Estimating and Ensuring ROI

189 ratings at LinkedIn Learning

Turn predictive analytics into a profit center at your organization. Learn how to measure the return on investment (ROI) and prove the long-term value of your projects.

• LinkedIn Learning
• 51 minutes
• On-Demand
• Free Trial Available

NPTEL-NOC IITM

Logistic Regression Implementation in R for Automotive Crash Testing

Implement logistic regression in R for automotive crash testing, from data preparation to model evaluation and prediction.

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

Venelin Valkov

Predicting Diabetes with Logistic Regression in TensorFlow.js - Deep Learning for JavaScript Hackers

Learn to build and train logistic regression models in TensorFlow.js for diabetes prediction. Covers data visualization, dataset creation, model evaluation, and advanced techniques.

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

Julia Silge

Deploy Different Prediction Types for a Bigfoot Sighting Model

Learn to deploy various prediction endpoints for a Bigfoot sighting model using vetiver, including feature engineering, logistic regression, and natural language processing techniques.

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