Applied Machine Learning Courses
Applied Machine Learning courses can help you learn data preprocessing, model selection, feature engineering, and evaluation metrics. You can build skills in implementing algorithms, optimizing performance, and interpreting results in practical contexts. Many courses introduce tools like Python, TensorFlow, and scikit-learn, that support developing machine learning models and applying AI techniques to solve real-world problems.
Popular Applied Machine Learning Courses and Certifications
Rice University
Skills you'll gain: Computational Thinking, Event-Driven Programming, Algorithms, Combinatorics, Graph Theory, Programming Principles, Application Development, Object Oriented Programming (OOP), Data Structures, Theoretical Computer Science, Probability, Video Game Development, Bioinformatics, Interactive Design, Animation and Game Design, Python Programming, Data Analysis, User Interface (UI), Computer Science, Computer Programming
Johns Hopkins University
Skills you'll gain: Artificial Neural Networks, Applied Machine Learning, Deep Learning, Linear Algebra, Machine Learning, Digital Signal Processing, Data Processing, Data Structures, Data Transformation, Algorithms, Data Science
Skills you'll gain: Agentic Workflows, Agentic systems, AI Orchestration, AI Workflows, LLM Application, Generative AI Agents, Workflow Management, AI Enablement, Business Workflow Analysis, Large Language Modeling, Decision Intelligence, Business Process Automation, Generative Model Architectures, Artificial Intelligence, Enterprise Application Management, Decision Making
University of Colorado Boulder
Skills you'll gain: Probability, Statistical Hypothesis Testing, Statistical Inference, Probability & Statistics, Statistical Methods, Probability Distribution, Statistics, Bayesian Statistics, Statistical Analysis, Sampling (Statistics), Applied Mathematics, Data Ethics, Data Analysis, Correlation Analysis, Data Science, Sample Size Determination, Data Collection
University of Illinois Urbana-Champaign
Skills you'll gain: Entrepreneurship, Strategic Decision-Making, Innovation, Creativity, Team Management, Creative Problem-Solving, Ideation, Technology Strategies, Creative Thinking, Business Modeling, Engineering Management, Strategic Thinking, Collaboration, People Management, Business Planning, Team Collaboration, Decision Making, Strategic Planning, New Product Development, New Business Development
Skills you'll gain: Stakeholder Management, Communication Planning, Virtual Teams, Team Management, Team Leadership, Plan Execution, Scheduling, Conflict Management, Project Schedules, Project Management Life Cycle, Project Management, Teamwork, Project Management Office (PMO), Stakeholder Analysis, Risk Mitigation, Agile Product Development, Risk Management, Communication, Planning, Budgeting
Skills you'll gain: C# (Programming Language), Maintainability, Object Oriented Design, Object Oriented Programming (OOP), .NET Framework, Development Environment, Code Reusability, Microsoft Development Tools, Microsoft Visual Studio, Software Engineering, Software Design, Programming Principles, Computer Programming, Software Development Tools, Computer Programming Tools, Debugging, ASP.NET, Application Deployment, Web Development, Back-End Web Development
University of California, Davis
Skills you'll gain: Responsive Web Design, Color Theory, Version Control, Typography, HTML and CSS, Cascading Style Sheets (CSS), Hypertext Markup Language (HTML), GitHub, Git (Version Control System), Web Design, Web Design and Development, Web Development, Software Versioning, Web Content Accessibility Guidelines, Front-End Web Development, AI Integrations, Application Deployment, Image Quality, Web Development Tools, User Interface (UI) Design
University of Colorado Boulder
Skills you'll gain: Control Systems, Machine Controls, Engineering, Scientific, and Technical Instruments, Process Control, Embedded Systems, Embedded Software, Electrical and Computer Engineering, Real Time Data, Laboratory Equipment, Laboratory Experience, Electronic Systems, Electronics, Electronics Engineering, Power Electronics, Electronic Hardware, Manufacturing Processes, Three-Phase, Thermal Management, Hardware Design, Electrical Engineering
Johns Hopkins University
Skills you'll gain: Exploratory Data Analysis, Model Evaluation, Predictive Modeling, Data Science, Analytical Skills, Data Analysis, Data Synthesis, Model Optimization, Data Presentation, Data Collection, Predictive Analytics, Data Preprocessing, R Programming, Machine Learning, Natural Language Processing
Johns Hopkins University
Skills you'll gain: Statistical Hypothesis Testing, Sampling (Statistics), Regression Analysis, Bayesian Statistics, Statistical Analysis, Probability & Statistics, Statistical Inference, Statistical Methods, Statistical Modeling, Linear Algebra, Probability, Probability Distribution, R Programming, Biostatistics, Data Analysis, Data Science, Statistics, Mathematical Modeling, Data Modeling, Applied Mathematics
Skills you'll gain: Azure Active Directory, Multi-Factor Authentication, Authentications, Microsoft Azure, Active Directory, Identity and Access Management, User Provisioning, Security Controls, Hybrid Cloud Computing, Single Sign-On (SSO), Cloud-Based Integration, User Accounts, System Monitoring
In summary, here are 10 of our most popular applied machine learning courses
- Fundamentals of Computing:Â Rice University
- CUDA Advanced Libraries:Â Johns Hopkins University
- Foundation of Agentic AI and LLM Architecture Training:Â Simplilearn
- Data Science Foundations: Statistical Inference:Â University of Colorado Boulder
- Innovation: From Creativity to Entrepreneurship:Â University of Illinois Urbana-Champaign
- Microsoft Project Management: Build Job-Ready Skills:Â Microsoft
- C# Fundamentals Programming Basics & Object-Oriented Design:Â Packt
- Web Development for Beginners:Â University of California, Davis
- Embedding Sensors and Motors:Â University of Colorado Boulder
- Data Science Capstone:Â Johns Hopkins University
