Regression Algorithms Courses and Certifications

Institute for Advanced Study

Assumption-Free Prediction Intervals for Black-Box Regression Algorithms - Aaditya Ramdas

Explore assumption-free prediction intervals for regression algorithms, covering split conformal prediction, CQR, full conformal prediction, and jackknife intervals with practical examples.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Intermediate Regression in R

23 ratings at DataCamp

Learn to perform linear and logistic regression with multiple explanatory variables.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Data Analysis with Python Project

Comprehensive exploration of data analysis techniques, from classification to outlier detection, empowering learners to conduct real-world projects and make data-driven decisions.

• Coursera
• 18 hours 11 minutes
• Self-Paced
• Paid Course

Great Learning

Logistic Regression on Customer Data - Machine Learning Algorithms Using Python

In this video, the we will walk you through a case study on Customer data of a financial institution. The objective of the case study is to reduce expenses by targeting only those customers who are likely to subscribe using predictive modeling.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Machine Learning In The Cloud With Azure Machine Learning

252 ratings at Udemy

Introduction to machine learning in the cloud with Azure Machine Learning.

• Udemy
• 3 hours 1 minute
• Self-Paced
• Paid Course

Association for Computing Machinery (ACM)

Algorithms for Heavy-Tailed Statistics - Regression, Covariance Estimation, and Beyond

Explore advanced statistical techniques for handling heavy-tailed data, including regression and covariance estimation, with a focus on SOS assumptions and median of means framework.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Simons Institute

Efficient Algorithms for Outlier-Robust Regression

Explore advanced techniques for outlier-robust regression, focusing on efficient algorithms and their applications in high-dimensional statistics and machine learning.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Simons Institute

Fast Algorithms for Regression Problems

Explore efficient algorithms for p-norm regression, overcoming challenges in large-scale data analysis and optimization with recent breakthroughs and generalizable techniques.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Great Learning

Python for Data Science - Data Science with Python - Python for Data Analysis

Data science with python starts focuses on an introduction to Python and Python IDEs, followed by looking at data structures in Python. Then we look at object-oriented programming.

• YouTube
• 10 hours 56 minutes
• Self-Paced
• Free Video

Steve Brunton

Koopman Spectral Analysis - Overview

Explore Koopman operator theory for dynamical systems, its recent resurgence, and applications like Dynamic Mode Decomposition in this comprehensive overview.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Обучение на размеченных данных

2 ratings

Изучение алгоритмов машинного обучения для решения задач классификации и регрессии, включая линейные модели, деревья решений, композиции и нейронные сети.

• Coursera
• 5 weeks
• Not Currently Offered
• Free Online Course (Audit)

Introducción a los algoritmos de regresión

40 ratings at Coursera

Learn to develop and optimize your own regression models with Coursera Project Network's 1-hour course. Gain skills in data analysis and cleaning.

• Coursera
• 1 hour 20 minutes
• No Longer Offered
• Paid Course