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Edge Computing Courses

Edge computing courses can help you learn data processing at the network's edge, real-time analytics, and distributed systems. You can build skills in optimizing latency, enhancing data security, and deploying edge devices effectively. Many courses introduce tools like AWS IoT Greengrass, Microsoft Azure IoT Edge, and Kubernetes, that support managing edge applications and integrating AI capabilities. You'll also explore key topics such as edge architecture, device management, and the role of edge computing in IoT solutions.

Popular Edge Computing Courses and Certifications


  • A

    Arm

    Optimizing Generative AI on Arm Processors

    Skills you'll gain: Generative Model Architectures, Generative AI, Model Deployment, Model Optimization, Large Language Modeling, Cloud Deployment, Machine Learning Software, Microarchitecture, Performance Tuning, Hardware Architecture, Computer Architecture, Computer Hardware

    Intermediate · Course · 1 - 4 Weeks

  • P

    Packt

    Application Integration, Serverless and Edge Networking

    Skills you'll gain: Serverless Computing, AWS Kinesis, Amazon Web Services, Amazon Redshift, API Gateway, Cloud Applications, Cloud Security, Cloud-Native Computing, Amazon DynamoDB, Extract, Transform, Load, Cloud Deployment, AWS Identity and Access Management (IAM), Cloud Infrastructure, Event-Driven Programming, Network Routing, Scalability

    Intermediate · Course · 1 - 3 Months

  • E

    Edge Impulse

    Edge AI Fundamentals

    Skills you'll gain: MLOps (Machine Learning Operations), Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, AI literacy, Machine Learning Methods, Anomaly Detection, Convolutional Neural Networks, Machine Learning, Cloud Computing, Internet Of Things, Product Engineering, Embedded Systems, Industrial Engineering, Data Science, Product Development

    Beginner · Course · 1 - 4 Weeks

  • E

    Edge Impulse

    Edge AI for Microcontrollers

    Skills you'll gain: Computer Vision, Convolutional Neural Networks, Applied Machine Learning, Embedded Software, Model Training, Machine Learning Methods, Embedded Systems, MLOps (Machine Learning Operations), Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Algorithms, Responsible AI, Data Collection, Predictive Modeling, Artificial Intelligence, Model Optimization, AI literacy, AI Product Strategy, Prototyping, Product Development

    ★ 4.8 (896) · Intermediate · Specialization · 1 - 3 Months

  • C

    Coursera

    Optimizing AI Workflows and Deploying Edge Models

    Skills you'll gain: Model Optimization, PyTorch (Machine Learning Library), Model Evaluation, Model Deployment, MLOps (Machine Learning Operations), Model Training, AI Workflows, Tensorflow, Dataflow, Performance Tuning, Deep Learning, Dashboard, Data Pipelines, Grafana, Artificial Neural Networks, Data Processing, Resource Utilization, Performance Analysis, Performance Metric, Data Manipulation

    Intermediate · Course · 1 - 3 Months

  • A

    Arm

    Teaching AI on the Edge

    Skills you'll gain: Responsible AI, Open Source Technology, Data Ethics, Model Optimization, Artificial Intelligence, Large Language Modeling, Generative AI, Model Evaluation, Model Deployment, Digital pedagogy, Data Security

    Beginner · Course · 1 - 3 Months

  • A

    Arm

    Getting Started with Machine Learning at the Edge on Arm

    Skills you'll gain: Embedded Systems, Tensorflow, Applied Machine Learning, Data Processing, Embedded Software, Data Preprocessing, Model Optimization, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Software, Machine Learning Methods, Artificial Neural Networks, Machine Learning Algorithms, Model Training, Convolutional Neural Networks, Feature Engineering, Computer Vision, Deep Learning, Image Analysis, Machine Learning, Model Deployment

    ★ 4.2 (9) · Intermediate · Course · 1 - 3 Months

  • U

    University of Illinois Urbana-Champaign

    Cloud Computing

    Skills you'll gain: Distributed Computing, Cloud Infrastructure, Cloud Services, Big Data, Cloud Technologies, Apache Spark, Cloud Computing, Cloud Storage, Virtual Networking, Cloud Platforms, Cloud Solutions, Network Architecture, Cloud Computing Architecture, Computer Networking, File Systems, Apache Hadoop, Cloud Applications, Cloud Development, Software-Defined Networking, Data Store

    ★ 4.3 (2.1K) · Intermediate · Specialization · 3 - 6 Months

  • C

    Cisco Learning and Certifications

    Cisco Collaboration Edge Services

    Skills you'll gain: Virtual Private Networks (VPN), Firewall, Session Initiation Protocols, Remote Access Systems, Network Security, Public Key Infrastructure, Wide Area Networks, General Networking, Cryptographic Protocols, Network Architecture, Network Routing, Interoperability, Network Protocols, Collaborative Software, Telecommunications, Authentications, Encryption, System Configuration, Communication Systems, Solution Architecture

    Beginner · Course · 1 - 4 Weeks

  • J

    Johns Hopkins University

    Reliability, Cloud Computing and Machine Learning

    Skills you'll gain: Data Warehousing, Apache Hadoop, Transaction Processing, Distributed Computing, Database Systems, Applied Machine Learning, Database Management Systems, Data Architecture, Database Architecture and Administration, Cloud Computing, Big Data, Data Processing, Data Access, Machine Learning, Scalability, Data Integrity, Classification Algorithms

    Intermediate · Course · 1 - 4 Weeks

  • B

    Board Infinity

    Deploying Deep Learning: Quantization, Serving, and Edge AI

    Skills you'll gain: Model Deployment, Application Deployment, Model Optimization, Cloud Deployment, Fine-tuning, Containerization, Large Language Modeling, Docker (Software), Model Evaluation, API Design, Performance Tuning, Scalability, Memory Management

    Advanced · Course · 1 - 4 Weeks

  • D

    Duke University

    Cloud Computing Foundations

    Skills you'll gain: Technical Communication, Cloud Infrastructure, Cloud Technologies, Cloud Services, Cloud Hosting, CI/CD, Cloud Computing, Azure DevOps Pipelines, Agile Software Development, Cloud Development, DevOps, Technical Documentation, Infrastructure As A Service (IaaS), Cloud Platforms, Continuous Delivery, Infrastructure as Code (IaC), Serverless Computing, Continuous Integration, Agile Project Management, GitHub

    ★ 4.5 (295) · Beginner · Course · 1 - 3 Months

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In summary, here are 10 of our most popular edge computing courses

  • Optimizing Generative AI on Arm Processors: Arm
  • Application Integration, Serverless and Edge Networking: Packt
  • Edge AI Fundamentals: Edge Impulse
  • Edge AI for Microcontrollers: Edge Impulse
  • Optimizing AI Workflows and Deploying Edge Models: Coursera
  • Teaching AI on the Edge: Arm
  • Getting Started with Machine Learning at the Edge on Arm: Arm
  • Cloud Computing: University of Illinois Urbana-Champaign
  • Cisco Collaboration Edge Services : Cisco Learning and Certifications
  • Reliability, Cloud Computing and Machine Learning: Johns Hopkins University

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