Linear Regression Courses and Certifications

Microcredential

Advanced Statistics for Data Science

Comprehensive exploration of probability, statistics, and linear models for aspiring biostatisticians and data scientists. Covers mathematical foundations, hypothesis testing, regression, and R programming.

• Coursera
• 22 weeks, 2 hours a week
• On-Demand
• Paid Course
• 4 courses

Modeling Data in the Tidyverse

Learn to model data effectively using the Tidyverse in R. Covers hypothesis testing, regression, machine learning, and more. Gain skills to uncover insights and improve decision-making through data analysis.

• Coursera
• 21 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Predictive Modeling, Model Fitting, and Regression Analysis

61 ratings at Coursera

Explore predictive modeling techniques, including supervised and unsupervised approaches, model fitting, and regression analysis. Develop skills in data classification, decision trees, and linear regression through hands-on activities.

• Coursera
• 4 hours 26 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Statistics with R

Comprehensive R-based data analysis program covering probability, inference, regression, and Bayesian statistics. Develop practical skills for data visualization, wrangling, and reproducible reporting.

• Coursera
• 30 weeks, 3 hours a week
• On-Demand
• Paid Course
• 5 courses

Regression Modeling in Practice

273 ratings at Coursera

Aprenda a aplicar e interpretar modelos de regressão linear e logística, explorando associações entre variáveis, testando hipóteses e avaliando a qualidade dos modelos para análise de dados eficaz.

• Coursera
• 10 hours 44 minutes
• On-Demand
• Free Online Course (Audit)

Data Science Project Capstone: Predicting Bicycle Rental

Dive into predictive modeling with linear regression to forecast bicycle rental demand, analyzing weather patterns and temporal factors while mastering data acquisition and correlation techniques.

• Coursera
• 7 hours 23 minutes
• On-Demand
• Free Online Course (Audit)

Analysis for Managerial Decision-Making

Refresh quantitative skills for MBA programs through practical examples and Excel-based data analysis, covering math, statistics, and real-world applications.

• Coursera
• 18 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Predictive Modeling

111 ratings at Coursera

Learn predictive modeling with linear regression and time series forecasting using Excel. Gain practical skills in data preparation, model fitting, interpretation, and forecasting for real-world decision-making.

• Coursera
• 12 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Machine Learning: Theory and Hands-on Practice with Python

Comprehensive exploration of machine learning, covering supervised and unsupervised techniques, with hands-on Python practice. Includes deep learning basics and real-world applications.

• Coursera
• 17 weeks, 9 hours a week
• On-Demand
• Paid Course
• 3 courses

Introduction to Machine Learning: Supervised Learning

58 ratings at Coursera

Explore supervised ML algorithms, prediction tasks, and model selection. Learn to improve performance using linear/logistic regression, KNN, decision trees, ensembling methods, and kernel techniques like SVM.

• Coursera
• 1 day 15 hours 59 minutes
• On-Demand
• Free Online Course (Audit)

Regression Analysis

Master regression analysis techniques to model relationships, prevent overfitting, and make data-driven decisions. Explore linear and polynomial regression, regularization, cross-validation, and ensemble methods through hands-on practice.

• Coursera
• 1 day 16 hours
• On-Demand
• Free Online Course (Audit)

Statistics and Data Analysis with Excel, Part 2

Explore advanced statistical techniques using Excel, including hypothesis testing, regression analysis, and ANOVA. Build on foundational concepts to enhance data analysis skills.

• Coursera
• 21 hours 20 minutes
• On-Demand
• Free Online Course (Audit)

Modeling Climate Anomalies with Statistical Analysis

Learn to model climate data using statistical analysis in Python, covering data visualization, predictive modeling, and regression techniques with emphasis on practical application to climate datasets.

• Coursera
• 7 hours 20 minutes
• On-Demand
• Free Online Course (Audit)

Statistics

This course provides an overview of bachelor-level statistics. You will review the concepts of descriptive and inferential statistics. You will use the statistical software package R on real data to gain insight in these topics.

• edX
• 3 weeks, 4-6 hours a week
• On-Demand
• Free Online Course (Audit)

Microcredential

Statistical Analysis with R for Public Health

Learn statistical analysis with R for public health applications. Covers key concepts, data analysis techniques, and hands-on practice using real-world health datasets to address major public health challenges.

• Coursera
• 17 weeks, 3 hours a week
• On-Demand
• Paid Course
• 4 courses