Linear Discriminant Analysis Courses and Certifications

NPTEL-NOC IITM

Implementing Linear Discriminant Analysis (LDA) with Irish Data Sets in R

Implement LDA using Irish datasets in R, gaining practical experience with Linear Discriminant Analysis techniques.

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

Linear Landscapes of Dimensionality Reduction

Master dimensionality reduction techniques through Linear Discriminant Analysis (LDA), comparing it with PCA while implementing practical Python solutions for improved feature selection and model performance.

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

Linear Landscapes of Dimensionality Reduction

Discover Linear Discriminant Analysis techniques for dimensionality reduction and feature selection through hands-on R programming exercises with real datasets.

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

Great Learning

Linear Discriminant Analysis - Discriminant Analysis Tutorial - Machine Learning Tutorial

Explore Linear Discriminant Analysis for dimension reduction and pattern classification in machine learning. Learn its applications, core mathematics, and practical implementation through exercises and examples.

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

UofU Data Science

Multidimensional Scaling and Linear Discriminant Analysis in Data Mining - Spring 2023

Explore multidimensional scaling (MDS) and linear discriminant analysis (LDA), learning key concepts, motivations, and practical applications in data dimensionality reduction and classification.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Microcredential

Mastering Dimensionality Reduction with Python

8 ratings at CodeSignal

Master Python-based dimensionality reduction techniques from PCA to autoencoders, learning to extract essential features from complex datasets and optimize machine learning model performance through hands-on practice.

• CodeSignal
• 15 hours
• On-Demand
• Free Certificate
• 5 courses

Microcredential

Mastering Dimensionality Reduction with R

Discover how to simplify complex data using PCA, linear/non-linear techniques, autoencoders, and feature selection in R for enhanced machine learning performance.

• CodeSignal
• 15 hours
• On-Demand
• Free Certificate
• 5 courses

Linear Algebra and Feature Selection in Python

999 ratings at Udemy

Gain the Theoretical and Practical Foundations to Learn Machine Learning and AI with Understanding

• Udemy
• 3 hours 10 minutes
• On-Demand
• Paid Course

Logistic Regression in Python

922 ratings at Udemy

Logistic regression in Python tutorial for beginners. You can do Predictive modeling using Python after this course.

• Udemy
• 7 hours 40 minutes
• On-Demand
• Paid Course

Statistical Learning with R

Master supervised and unsupervised learning techniques using R, from linear regression to deep learning, with hands-on implementation of modern data science methods.

• YouTube
• 20 hours 28 minutes
• On-Demand
• Free Video

Logistic Regression in R Studio

409 ratings at Udemy

Logistic regression in R Studio tutorial for beginners. You can do Predictive modeling using R Studio after this course.

• Udemy
• 6 hours 19 minutes
• On-Demand
• Paid Course

Center for Language & Speech Processing(CLSP), JHU

Probabilistic Linear Discriminant Analysis of i-Vector Posterior Distributions

Explore probabilistic linear discriminant analysis for i-vector posterior distributions in speaker recognition, enhancing understanding of advanced speech processing techniques.

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

Center for Language & Speech Processing(CLSP), JHU

Probabilistic Linear Discriminant Analysis of i-Vector Posterior Distributions

Explore probabilistic linear discriminant analysis techniques for i-vector posterior distributions in speech processing and language recognition systems.

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

Microcredential

Intermediate Machine Learning

Master advanced ML algorithms including Naive Bayes, SVMs, hyperparameter tuning, and ensemble methods to elevate your machine learning expertise through hands-on projects.

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

Great Learning

Machine Learning Concepts - Comprehensive Tutorial Series

Discover essential machine learning algorithms, from linear regression to neural networks, with hands-on Python implementation and real-world applications.

• YouTube
• 1 day 14 hours 35 minutes
• On-Demand
• Free Video