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  • Recommender Systems

Recommender Systems Courses

Recommender systems courses can help you learn collaborative filtering, content-based filtering, and hybrid approaches to personalization. You can build skills in data analysis, user behavior modeling, and algorithm evaluation. Many courses introduce tools like Python libraries such as Scikit-learn and TensorFlow, that support implementing machine learning algorithms, as well as frameworks for managing large datasets and user interactions.

Popular Recommender Systems Courses and Certifications


  • C

    Coursera

    Automate, Analyze, and AI Feedback

    Skills you'll gain: Model Evaluation, MLOps (Machine Learning Operations), Model Training, Artificial Intelligence and Machine Learning (AI/ML), Sampling (Statistics), Decision Intelligence, Statistical Methods, Model Deployment, Statistical Modeling, Human Machine Interfaces, Performance Metric, Performance Analysis, Applied Machine Learning, Machine Learning, Business Metrics, Predictive Analytics, Analysis

    Intermediate · Course · 1 - 4 Weeks

  • P

    Packt

    Design That Scales: Sustainable Design Systems

    Skills you'll gain: UI Components, Systems Design, User Interface (UI) Design, Digital Design, System Design and Implementation, Design Strategies, User Interface and User Experience (UI/UX) Design, Design, Design Software, Scalability, Design and Product, Agile Methodology, Usability, Design Research, Style Guides, Agile Product Development, UI/UX Research, Product Testing, System Programming, Prompt Patterns

    Intermediate · Course · 1 - 3 Months

  • U

    University of Colorado Boulder

    Developing a Systems Mindset

    Skills you'll gain: Systems Thinking, Stakeholder Management, Stakeholder Communications, Cross-Functional Collaboration, Planning, Project Planning, Strategic Thinking, Business Leadership, Team Building, Community Outreach, Community Development, Problem Solving, Stakeholder Analysis, Cultural Responsiveness, Project Management, Organizational Strategy, Business Strategies, Relationship Building, Root Cause Analysis, Communication Strategies

    4.4
    Rating, 4.4 out of 5 stars
    ·
    181 reviews

    Beginner · Course · 1 - 4 Weeks

  • D

    DeepLearning.AI

    Building Multimodal Search and RAG

    Skills you'll gain: Retrieval-Augmented Generation, Multimodal Prompts, LLM Application, Embeddings, Large Language Modeling, Generative AI, Vector Databases, Image Analysis, Applied Machine Learning

    4.5
    Rating, 4.5 out of 5 stars
    ·
    43 reviews

    Intermediate · Project · Less Than 2 Hours

  • U

    University of Colorado Boulder

    Introduction to battery-management systems

    Skills you'll gain: Electrical Safety, Electrical Systems, High Voltage, Electronic Components, Safety Standards, Low Voltage, Control Systems, Thermal Management, Electronics, Electrical Power, Failure Analysis, Energy and Utilities, Electrical Engineering, Manufacturing Processes, Materials science, Chemistry, Requirements Analysis, Estimation

    4.8
    Rating, 4.8 out of 5 stars
    ·
    2.2K reviews

    Intermediate · Course · 1 - 3 Months

  • U

    University of Pittsburgh

    Distributed Systems and Web Services

    Skills you'll gain: Web Services, Cloud Computing, Cloud Computing Architecture, Cloud Storage, Cloud Development, Cloud Applications, Google Cloud Platform, Flask (Web Framework), Distributed Computing, Containerization, Systems Architecture, Software Architecture, Docker (Software), Cloud-Based Integration, Virtualization, Restful API, JSON, Microservices, Application Programming Interface (API), Computer Architecture

    Build toward a degree

    Intermediate · Course · 1 - 3 Months

  • D

    DeepLearning.AI

    Vector Databases: from Embeddings to Applications

    Skills you'll gain: Vector Databases, Embeddings, Retrieval-Augmented Generation, LLM Application, Large Language Modeling, Algorithms, Semantic Web

    4.5
    Rating, 4.5 out of 5 stars
    ·
    11 reviews

    Intermediate · Project · Less Than 2 Hours

  • P

    Packt

    Multimodal RAG with GPT – Build Smarter Search & AI Systems

    Skills you'll gain: Retrieval-Augmented Generation, Development Environment, Multimodal Prompts, Embeddings, User Interface (UI), OpenAI API, Generative AI, LLM Application, Program Development, Software Development Tools, Prompt Engineering, UI Components, Image Analysis, AI Workflows, Large Language Modeling, AI Integrations, Artificial Intelligence, Vector Databases, Applied Machine Learning, Data Processing

    Intermediate · Course · 1 - 3 Months

  • P

    Packt

    Advanced PyTorch Techniques and Applications

    Skills you'll gain: PyTorch (Machine Learning Library), Natural Language Processing, Generative Adversarial Networks (GANs), Vision Transformer (ViT), Deep Learning, Generative Model Architectures, Graph Theory, Dimensionality Reduction, Network Model, Unsupervised Learning, Model Optimization, Embeddings, Artificial Neural Networks, Machine Learning Methods, Supervised Learning, Model Evaluation, Model Training, Model Deployment, Flask (Web Framework)

    4.5
    Rating, 4.5 out of 5 stars
    ·
    29 reviews

    Intermediate · Course · 1 - 3 Months

  • U

    University of Colorado System

    Machine Learning for Marketers

    Skills you'll gain: Classification And Regression Tree (CART), AI Personalization, Marketing Analytics, Unsupervised Learning, Customer Analysis, Predictive Analytics, Data-Driven Marketing, Applied Machine Learning, Advanced Analytics, Supervised Learning, Dimensionality Reduction, Business Marketing, Predictive Modeling, Marketing Strategies, Data-Driven Decision-Making, Strategic Marketing, Statistical Machine Learning, Customer experience improvement, Personalized Service, Machine Learning

    Intermediate · Course · 1 - 4 Weeks

  • U

    University of Glasgow

    Clinical Decision Support Systems

    Skills you'll gain: Model Evaluation, Data Ethics, Federated Learning, Responsible AI, AI Security, Medical Privacy, Decision Intelligence, Machine Learning, Statistical Machine Learning, Decision Support Systems, Machine Learning Methods, Predictive Modeling, Healthcare Ethics, Information Privacy, Health Equity, Deep Learning, Data Loss Prevention, Human Centered Design

    Intermediate · Course · 1 - 4 Weeks

  • L

    LearnQuest

    Decision-Making in Dynamic Environments

    Skills you'll gain: Reinforcement Learning, Decision Intelligence, Responsible AI, Agentic systems, Data Ethics, Artificial Intelligence, Machine Learning Methods, Distributed Computing, AI Security, Model Training

    Beginner · Course · 1 - 4 Weeks

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In summary, here are 10 of our most popular recommender systems courses

  • Automate, Analyze, and AI Feedback: Coursera
  • Design That Scales: Sustainable Design Systems: Packt
  • Developing a Systems Mindset: University of Colorado Boulder
  • Building Multimodal Search and RAG: DeepLearning.AI
  • Introduction to battery-management systems: University of Colorado Boulder
  • Distributed Systems and Web Services: University of Pittsburgh
  • Vector Databases: from Embeddings to Applications: DeepLearning.AI
  • Multimodal RAG with GPT – Build Smarter Search & AI Systems: Packt
  • Advanced PyTorch Techniques and Applications: Packt
  • Machine Learning for Marketers: University of Colorado System

Skills you can learn in Probability And Statistics

R Programming (19)
Inference (16)
Linear Regression (12)
Statistical Analysis (12)
Statistical Inference (11)
Regression Analysis (10)
Biostatistics (9)
Bayesian (7)
Logistic Regression (7)
Probability Distribution (7)
Bayesian Statistics (6)
Medical Statistics (6)

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