Predictive modeling courses can help you learn statistical techniques, data preprocessing, regression analysis, and time series forecasting. You can build skills in evaluating model performance, feature selection, and interpreting results to make informed predictions. Many courses introduce tools like R, Python, and specialized libraries such as scikit-learn and TensorFlow, that support implementing predictive models and applying AI techniques effectively in various industries.
University of Washington
Skills you'll gain: Unsupervised Learning, Supervised Learning, Data Science, Machine Learning Methods, Predictive Analytics, Applied Machine Learning, Analytics, Data Analysis, R Programming, Model Optimization, Statistical Methods, Decision Tree Learning, Statistical Inference, Statistical Analysis, Machine Learning, Statistics, Graph Theory, Classification Algorithms, Network Analysis, Big Data
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Logistic Regression, Feature Engineering, Model Evaluation, SAS (Software), Data Preprocessing, Predictive Modeling, Classification Algorithms, Statistical Modeling, Regression Analysis, Predictive Analytics, Data Wrangling, Statistical Methods, Data Transformation, Model Optimization
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Data Cleansing, PySpark, Data Manipulation, Data Preprocessing, Data Processing, Apache Spark, Data Analysis, Applied Machine Learning, Predictive Modeling, Big Data, Machine Learning, Regression Analysis, Model Training
Intermediate · Guided Project · Less Than 2 Hours
Skills you'll gain: Model Evaluation, Applied Machine Learning, Model Training, Unsupervised Learning, Regression Analysis, Classification Algorithms, Machine Learning Algorithms, Model Optimization, Machine Learning Methods, Linear Algebra, Machine Learning, Predictive Modeling, Statistical Modeling, Supervised Learning, Performance Tuning
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Dashboard Creation, Dashboard, Data Presentation, Data Wrangling, Plotly, Data Visualization Software, Web Scraping, Data Visualization, Exploratory Data Analysis, Plot (Graphics), Interactive Data Visualization, Data Analysis, Data Science, Data Import/Export, Python Programming, NumPy, Data Compilation, Data Collection, Machine Learning
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Beginner · Specialization · 3 - 6 Months

University of Minnesota
Skills you'll gain: Time Series Analysis and Forecasting, Model Evaluation, Simulations, Operations Research, Probability Distribution, Mathematical Modeling, Supply Chain Planning, Supply Chain, Probability, Predictive Modeling, Statistical Methods, Data Preprocessing, Transportation, Supply Chain, and Logistics, Business Modeling, Simulation and Simulation Software, Model Training, Business Analytics, Workforce Management, Analytics, Predictive Analytics
Beginner · Specialization · 3 - 6 Months
Skills you'll gain: Interactive Data Visualization, Statistics, Descriptive Statistics, Logistic Regression, Decision Tree Learning, Advanced Analytics, Probability & Statistics, Probability Distribution, Statistical Inference, Applied Machine Learning, Data-Driven Decision-Making, Supervised Learning, Workflow Management, Statistical Methods, Statistical Modeling, Data Cleansing, Data Structures, Interviewing Skills, NumPy, Professional Development
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Advanced · Professional Certificate · 3 - 6 Months

Skills you'll gain: Responsible AI, AI Integrations, Data Governance, Model Deployment, AI Product Strategy, Semiconductors, Data Science, Model Training, Statistical Process Controls, Predictive Modeling, Applied Machine Learning, Model Evaluation, Data Quality, Anomaly Detection, Machine Learning, Machine Learning Methods, Random Forest Algorithm, Algorithms
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Prompt Engineering, Data Presentation, Dashboard, Dashboard Creation, Interactive Data Visualization, Feature Engineering, Generative AI, Data Ethics, Responsible AI, Infographics, Data Visualization, Anomaly Detection, Data Visualization Software, Microsoft Copilot, Text Mining, Risk Mitigation, Risk Analysis, Predictive Analytics, Automation
Intermediate · Professional Certificate · 3 - 6 Months

John Wiley & Sons
Skills you'll gain: Financial Analysis, Financial Statements, Financial Statement Analysis, Financial Acumen, Performance Analysis, Predictive Modeling, Financial Data, Predictive Analytics, Performance Improvement, Analysis, Business Analytics, Financial Forecasting, Performance Measurement, Operational Analysis, Analytics, Business Analysis Tools, Financial Modeling, Business Modeling, Business Administration, Data Management
Beginner · Course · 1 - 3 Months

Skills you'll gain: Generative AI, Feature Engineering, Predictive Modeling, Anomaly Detection, Predictive Analytics, Prompt Engineering, Trend Analysis, Time Series Analysis and Forecasting, Forecasting, Advanced Analytics, Data Analysis, Text Mining, Unstructured Data, AI Workflows, Data-Driven Decision-Making, Data Mining, Deep Learning, Data Transformation, Machine Learning, Data Visualization
Intermediate · Course · 1 - 3 Months

University of California San Diego
Skills you'll gain: Apache Spark, Model Evaluation, Apache Hadoop, Data Integration, Exploratory Data Analysis, Big Data, Classification Algorithms, Graph Theory, Data Pipelines, Network Model, Model Training, Database Design, Data Modeling, Regression Analysis, Data Mining, Data Management, Data Infrastructure, Data Presentation, Data Processing, MongoDB
Beginner · Specialization · 3 - 6 Months