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.

Skills you'll gain: NoSQL, Apache Kafka, Database Design, Linux Commands, Data Warehousing, Bash (Scripting Language), Apache Hadoop, Apache Spark, MongoDB, Database Administration, Data Pipelines, SQL, IBM Cognos Analytics, Extract, Transform, Load, Jupyter, Generative AI, Professional Networking, Python Programming, Data Analysis, Data Science
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Coursera
Skills you'll gain: MLOps (Machine Learning Operations), Applied Machine Learning, Model Evaluation, Scikit Learn (Machine Learning Library), Machine Learning, Predictive Modeling, Scenario Testing, Machine Learning Algorithms, Responsible AI, Regression Analysis, Classification And Regression Tree (CART), Case Studies, Continuous Monitoring, Performance Metric
Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Deep Learning, MLOps (Machine Learning Operations), Responsible AI, Model Evaluation, Data Ethics, Data Management, Project Management Life Cycle, Unsupervised Learning, Human Computer Interaction, User Experience Design, Classification And Regression Tree (CART), Data Quality, Model Deployment, Data Preprocessing, Human Centered Design, Machine Learning, Project Management, Product Management, Product Design, Data Science
Beginner · Specialization · 3 - 6 Months
Starweaver
Skills you'll gain: Cyber Threat Hunting, Splunk, Threat Detection, Jupyter, Anomaly Detection, Cybersecurity, Data Analysis, Data Science, Applied Machine Learning, Security Information and Event Management (SIEM), Pandas (Python Package), Interactive Data Visualization, Data Cleansing, Data Preprocessing, MLOps (Machine Learning Operations), Unsupervised Learning, Automation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Database Design, SQL, Extract, Transform, Load, IBM DB2, Data Store, Relational Databases, Jupyter, Data Architecture, Database Management Systems, Big Data, Web Scraping, Databases, MySQL, Data Integration, Data Infrastructure, Data Storage, Data Transformation, Pandas (Python Package), Programming Principles, Python Programming
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Computer Vision, Transfer Learning, Convolutional Neural Networks, IBM Cloud, Cloud Applications, Application Development, Cloud Deployment, Jupyter, Python Programming, Deep Learning, Classification Algorithms, Model Evaluation
Intermediate · Course · 1 - 3 Months

Multiple educators
Skills you'll gain: Prompt Patterns, AI Enablement, Personalized Service, Data Ethics, Customer experience improvement, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Customer Advocacy, Large Language Modeling, Responsible AI, Content Creation, Machine Learning, Image Analysis, Context Management
Beginner · Specialization · 1 - 3 Months

Google Cloud
Skills you'll gain: Disaster Recovery, Google Cloud Platform, Load Balancing, Cloud Infrastructure, Google App Engine, Business Continuity, Kubernetes, Identity and Access Management, Cloud Computing Architecture, Managed Services, Infrastructure As A Service (IaaS), Virtual Networking, Data Storage, Site Reliability Engineering, Cloud-Native Computing, Cloud Computing, Cloud Applications, Big Data, Containerization, Cloud Services
Intermediate · Specialization · 3 - 6 Months

Arizona State University
Skills you'll gain: Peer Review, Oral Expression, Presentations, Video Production, Business Communication, Language Learning, Communication
Mixed · Course · 1 - 3 Months

Skills you'll gain: Open Web Application Security Project (OWASP), OpenShift, Linux Commands, Bash (Scripting Language), Serverless Computing, Software Development Life Cycle, Software Architecture, NoSQL, MongoDB, GitHub, Object-Relational Mapping, Git (Version Control System), Shell Script, Software Design, Containerization, Jupyter, Grafana, Flask (Web Framework), Microservices, Python Programming
Beginner · Professional Certificate · 3 - 6 Months

Skills you'll gain: Data Storytelling, Model Evaluation, Data Modeling, SQL, Model Deployment, Data Mining, Jupyter, Databases, Data Cleansing, Business Research, Data Preprocessing, Data Science, Relational Databases, Business Analysis, Data Analysis, IBM Cloud, Data Visualization Software, R (Software), Big Data, Python Programming
Build toward a degree
Beginner · Specialization · 3 - 6 Months

University of Virginia Darden School Foundation
Skills you'll gain: Cloud Deployment, Digital Transformation, Business Strategy, Competitive Analysis, Cloud Computing Architecture, Data Wrangling, Cloud Services, Business Transformation, Cloud Infrastructure, Big Data, Generative AI, Cloud Storage, Data Analysis, Responsible AI, Cloud Computing, Statistical Analysis, Data Cleansing, Apache Hadoop, Cloud Security, Data Science
Beginner · Specialization · 3 - 6 Months