Linear regression courses can help you learn how to analyze relationships between variables, interpret coefficients, and evaluate model performance. You can build skills in data visualization, hypothesis testing, and making predictions based on data trends. Many courses introduce tools like Python, R, and Excel, that support implementing regression models and analyzing datasets effectively.

Johns Hopkins University
Skills you'll gain: Sampling (Statistics), Bayesian Statistics, Probability & Statistics, Statistical Inference, Statistics, Probability, Probability Distribution, Data Analysis, Statistical Analysis, Biostatistics, Statistical Hypothesis Testing
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Quantum computing, Probability, Linear Algebra, Probability & Statistics, Mathematics and Mathematical Modeling, Statistics, Applied Mathematics, Computer Science, Algebra, Physics
Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Model Evaluation, Machine Learning Algorithms, Data Visualization, Model Optimization, Scikit Learn (Machine Learning Library), Matplotlib, Data Literacy, Tableau Software, Plot (Graphics), Data Presentation, Interactive Data Visualization, Data Visualization Software, Unsupervised Learning, Exploratory Data Analysis, Pandas (Python Package), Seaborn, Data Preprocessing, Model Training, Machine Learning, Python Programming
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

California Institute of the Arts
Skills you'll gain: User Interface and User Experience (UI/UX) Design, User Experience, User Experience Design, User Interface (UI), Adobe XD, User Interface (UI) Design, User Centered Design, Interaction Design, Prototyping, Wireframing, User Research, Design Research, User Flows, Application Design, Information Architecture, Ideation, Adobe InDesign, Adobe Illustrator
Beginner · Course · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Text Mining, Data Mining, Unstructured Data, Statistical Analysis, Natural Language Processing, Data-Driven Decision-Making, Analytics, Data Analysis, Statistical Machine Learning, Statistical Methods, Unsupervised Learning, Probability & Statistics, Correlation Analysis, Applied Machine Learning, Probability Distribution, Classification Algorithms, Model Optimization, Generative Model Architectures
Mixed · Course · 1 - 3 Months

Skills you'll gain: Unsupervised Learning, Scikit Learn (Machine Learning Library), PyTorch (Machine Learning Library), Convolutional Neural Networks, Exploratory Data Analysis, Deep Learning, Microsoft Azure, Data Visualization, Classification Algorithms, Applied Machine Learning, Regression Analysis, Predictive Modeling, Data Analysis, Image Analysis, Artificial Intelligence and Machine Learning (AI/ML), Data Science, Model Training, Transfer Learning, Databricks, Machine Learning
Intermediate · Course · 1 - 4 Weeks
Chris Croft Training
Skills you'll gain: Performance Measurement, Creative Problem-Solving, Decision Making, Creative Thinking, Brainstorming, Creativity, Decisiveness, Strategic Decision-Making, Innovation, Data-Driven Decision-Making, Cognitive flexibility, Data Literacy, Decision Tree Learning, Systems Of Measurement, Leadership, Data Analysis, Thought Leadership, Strategic Leadership, Initiative and Leadership, Data Presentation
Beginner · Specialization · 3 - 6 Months

Birla Institute of Technology & Science, Pilani
Skills you'll gain: Integral Calculus, Trigonometry, Engineering Analysis, Linear Algebra, Calculus, Advanced Mathematics, Differential Equations, Mathematical Modeling, Mathematical Theory & Analysis, Applied Mathematics, Engineering, Algebra, Derivatives
Build toward a degree
Beginner · Course · 1 - 3 Months

Sage Publications
Skills you'll gain: Descriptive Statistics, Statistical Hypothesis Testing, Correlation Analysis, Quantitative Research, Statistical Methods, Probability & Statistics, Statistical Analysis, Statistical Inference, Statistics, Science and Research, Sampling (Statistics), Data Analysis, Experimentation, Psychology, Research, Probability, Probability Distribution, Graphing
Intermediate · Course · 1 - 3 Months
Chris Croft Training
Skills you'll gain: Problem Solving, Critical Thinking and Problem Solving, Complex Problem Solving, Decision Making, Creative Problem-Solving, Root Cause Analysis, Cognitive flexibility, Brainstorming, Ideation, Strategic Decision-Making, Creative Thinking, Decisiveness, Risk Management, Decision Intelligence, Creativity, Data-Driven Decision-Making, Risk Analysis, Innovation, Decision Tree Learning, Tree Maps
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Exploratory Data Analysis, Correlation Analysis, Plot (Graphics), Matplotlib, Seaborn, Data Cleansing, Data Visualization, Pandas (Python Package), Data Analysis, Data Manipulation, NumPy, Data Science, Statistical Analysis, Data Wrangling, Python Programming
Beginner · Guided Project · Less Than 2 Hours

University of Pennsylvania
Skills you'll gain: Statistical Machine Learning, Data Preprocessing, Model Evaluation, PyTorch (Machine Learning Library), Statistical Methods, Probability, Probability & Statistics, Sampling (Statistics), Logistic Regression, Deep Learning, Probability Distribution, Python Programming, Statistical Modeling, Supervised Learning, Machine Learning, Agentic systems, Artificial Intelligence, Model Optimization, Algorithms, AI literacy
Intermediate · Specialization · 3 - 6 Months