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
The University of Edinburgh
Skills you'll gain: Responsible AI, Data Ethics, AI Product Strategy, Risk Analysis, Artificial Intelligence, Business Ethics, Regulatory Compliance, AI literacy, Compliance Management, Operational Risk, Accountability, Governance, Stakeholder Engagement
Skills you'll gain: Apache Airflow, Data Warehousing, Data Flow Diagrams (DFDs), Data Lakes, Data Pipelines, Diagram Design, Data Integration, Performance Tuning, Data Governance, Cloud Deployment, Data Management, Data Modeling, Data Mapping, Extract, Transform, Load, Trend Analysis, Service Level Agreement, Systems Integration, SQL, Apache Kafka, Python Programming
Skills you'll gain: Amazon Web Services, Distributed Denial-Of-Service (DDoS) Attacks, Infrastructure Security, Cloud Security, Network Security, Application Security, Firewall, Amazon Elastic Compute Cloud, Endpoint Security, Data Security, Security Controls, Network Monitoring
Skills you'll gain: Generative AI Agents, Agentic Workflows, Large Language Modeling, AI Workflows, AI Integrations, Software Installation
Skills you'll gain: LangGraph, AI Workflows, AI Orchestration, LLM Application, LangChain, CrewAI, Large Language Modeling, Agentic Workflows, Agentic systems, Application Deployment, Artificial Intelligence and Machine Learning (AI/ML), Context Management, Vector Databases, Memory Management, Performance Testing, Data Validation
Skills you'll gain: Prompt Engineering, Prompt Patterns, Token Optimization, LLM Application, MLOps (Machine Learning Operations), Retrieval-Augmented Generation, Technical Documentation, Performance Tuning, Large Language Modeling, Technical Writing, Model Optimization, Configuration Management, Performance Testing, Data Maintenance, Benchmarking, Requirements Analysis
Skills you'll gain: File I/O, Object Oriented Programming (OOP), C and C++, C++ (Programming Language), Data Structures, Object Oriented Design, Code Reusability, Memory Management, Data Persistence, Algorithms
Skills you'll gain: SketchUp (3D Modeling Software), AutoCAD, Data Import/Export, 3D Modeling, Design Software, Model Optimization, Design, Digital Design, File Management
Skills you'll gain: Apache Airflow, AI Workflows, MLOps (Machine Learning Operations), Multi-Tenant Cloud Environments, Data Pipelines, Workflow Management, Business Workflow Analysis, Cloud Deployment, Application Deployment, CI/CD, Data Migration, Devops Tools, Cloud Platforms, DevOps, Configuration Management, Python Programming, Scalability, Performance Tuning
Coursera
Skills you'll gain: Vector Databases, Performance Tuning, Docker (Software), Embeddings, Query Languages, Multimodal Prompts, Generative AI, AI Integrations, API Design, Application Deployment, Database Design, Development Environment, Restful API, Image Analysis, Machine Learning
Google Cloud
Skills you'll gain: Data Analysis, Big Data, Analytics, Model Training, Applied Machine Learning, Google Cloud Platform, Predictive Modeling, Machine Learning, Machine Learning Algorithms
Pearson
Skills you'll gain: Google Cloud Platform, Virtual Machines, Kubernetes, Cloud Platforms, Cloud Computing, Public Cloud, Serverless Computing, Cloud Services, Artificial Intelligence and Machine Learning (AI/ML), Cloud Management, Security Management, Containerization, Command-Line Interface, Cloud Security, Security Controls, Big Data, Analytics, Event-Driven Programming
In summary, here are 10 of our most popular applied machine learning courses
- An Introduction to Responsible AI for SMEs: The University of Edinburgh
- Pipeline Architects: Data Engineering to Lakehouse: Coursera
- Securing Hosts, Network, and Edge in AWS: Packt
- Full-Stack AI and Mastering AI Agents Bootcamp: Packt
- Deploying AI Agents: LLMs, LangGraph, and Production APIs: Board Infinity
- Document and Evaluate LLM Prompting Success: Coursera
- Advanced C++ Features and Data Structures: Packt
- SketchUp Fundamentals for Interior Space Planning: Packt
- Apache Airflow Best Practices: Packt
- Weaviate Database Mastery: Coursera
