• COVID-19 Info
  • About us
  • Careers
  • Support
  • Partners
  • Contact Us
What are you looking for?
  • Home
  • Products & Solutions
        • Products & Solutions

        • spacer

        • spacer

          • GPU Computing – NVIDIA
            • NVIDIA® Ampere®
            • NVIDIA® DGX POD
            • NVIDIA® DGX Systems
            • NVIDIA® EGX Edge Compute
            • NVIDIA® GPU Software
            • NVIDIA® Jetson Embedded Platforms
            • NVIDIA® Tesla®
            • GPU Computing – XENON
          • GPU Computing – XENON
            • XENON GPU Personal SuperComputers
            • XENON GPU Servers
          • Graphics Accelerators
            • NVIDIA® GeForce® GTX
            • NVIDIA Grid Solutions
            • NVIDIA® Quadro®
            • NVIDIA® Titan®
          • High Performance Computing
            • Cluster Management Software
            • GPU Clusters
            • HPC Clusters
            • HPC Cooling Solutions
            • HPC Services
            • Job Scheduling Software
          • Industry Solutions
            • Data Analytics
              • Hadoop
              • Kinetica
              • Parabricks
              • Vertica
            • Defence
            • Finance
            • Health & Life Sciences
            • Higher Education
            • Hyperconverged Infrastructure
            • Manufacturing & Design
            • Media and Entertainment
              • Catapult
              • Mediaproxy
              • Quantum StorNext
            • Oil & Gas Exploration
          • Networking
            • Ethernet – Mellanox Solutions
              • BlueField™ SmartNIC Ethernet
              • Mellanox Cables & Optical Modules
              • Mellanox Ethernet Cards
              • Mellanox Software
              • Spectrum SN2000 Switches
              • Spectrum SN3000 Switches
              • Rivermax™
            • Ethernet – Other Solutions
              • Arista Ethernet Switches
              • CSPi Ethernet Solutions
              • Extreme Networks ExaNIC & ExaLINK
              • Extreme Networks Summit & BlackDiamond
              • Metamako Switches
              • Solarflare Application Onload™ Engine (AOE)
              • Solarflare Flareon™ Adapters
              • Solarflare Software
            • InfiniBand – Mellanox Solutions
              • Mellanox InfiniBand Switches
              • Mellanox InfiniBand VPI Adapter Cards
              • Mellanox United Fabric Manager (UFM)
            • SDN – Cumulus
              • Cumulus Open Networking
              • Mellanox and Cumulus
          • Storage and Data Protection
            • Data Protection
              • Commvault
              • Quantum DXi Deduplication
              • Veeam
            • Software Defined Storage & File Systems
              • Ceph
              • Lustre Solutions
              • Versity
              • VM Virtual SAN
              • Weka
            • Storage Partners
              • Data Direct Networks (DDN)
              • NetApp
              • Nutanix (Lenovo) HCI
              • Panasas Storage Systems
              • Pure Storage
              • Quantum Storage
              • Seagate Enterprise Storage
              • Spectra Logic
              • TrueNAS
              • VAST Data
            • XENON PlatiNAS
          • XENON High Frequency Trading
            • HFT Networking
            • XENON eXtreme HFT Servers
            • XENON Packet Capture Appliance
            • XENON HFT Support
            • Xilinx FPGA Accelerator Cards
          • XENON Servers & Workstations
            • XENON NITRO™ Visual Workstations
              • More About XENON NITRO™ Range
            • XENON Rack Mount Servers
              • AMD – Dual Processor
              • AMD – Single Processor
              • Intel – Dual Processor
              • Intel – Multi Processor
              • Intel – Single Processor
            • XENON Rack Mount High Density
              • Blade Systems
              • Blades for Cloud
              • High Density Servers
            • XENON Tower Servers
              • Single Processor
              • Dual Processor
          • XENOptics Fibre Automation
        • spacer

        • spacer

  • Professional Services
        • Professional Services

        • spacer

        • spacer

          • Artificial Intelligence Consulting
            • AI Professional Services
            • AI Project Scoping Service
            • Infrastructure for AI
            • Managed Services for AI
          • Cloud Services
            • Cloud Orchestration
            • Hybrid Cloud Solutions
            • Private Cloud Solutions
          • Data Protection and Backup
          • HPC Services
            • HPC as a Service
            • HPC Cluster Management
          • Rentals
          • System Design
          • Training
            • Customised Workshops
            • Deep Learning Workshops
            • Deep Learning for Computer Vision
            • Deep Learning for Multiple Data Types
            • Docker Workshop
            • RAPIDS Workshop
        • spacer

        • spacer

  • Knowledge Centre
        • Knowledge Centre

          • All
          • News
          • Case Studies
          • White Papers
  • Shop @ XENON
  • Professional Services
  • Products & Solutions
  • Knowledge Centre
    • All
    • News
    • Case Studies
    • White Papers
  • About us
    • Careers
    • Community
    • COVID-19 Info
    • Policies
    • Terms and Conditions
  • Support
  • Our Partners & Certifications
  • Contact Us
Search

More results...

Generic filters
Filter by
Pages
Posts
Products
Partners

Fundamentals of Deep Learning for Computer Vision

22 Jan 2019

XENON SystemsBack to NewsBack to EventsFundamentals of Deep Learning for Computer Vision

This workshop teaches you to apply deep learning techniques to a wide range of computer vision tasks through a series of hands-on exercises. You will get to work with widely-used deep learning tools, frameworks, and workflows by performing neural network training and deployment on a fully-configured GPU accelerated workstation in the cloud. After a quick introduction to deep learning to start the course, you will advance to building and deploying deep learning applications for image classification and object detection, followed by modifying the applications to improve their accuracy and performance, and finish by implementing the workflow that you have learned on a final project. At the end of the workshop, you will have access to additional resources to create new deep learning applications on your own.

  • Duration: 8 hours
  • Certification: Upon successful completion of this workshop, you will receive NVIDIA DLI Certification to prove subject matter competency and support professional career growth
  • Prerequisites: Familiarity with basic programming fundamentals, like functions and variables
  • Languages: English
  • Tools, libraries, and frameworks: Caffe, DIGITS

Register Now

Throughout 2019 XENON will be offering both Private and Public Workshops.
Interested? Contact us now!

LEARNING OBJECTIVES

At the conclusion of the workshop, you will have an understanding of the fundamentals of deep learning and be able to:

  • Implement common deep learning workflows, such as image classification and object detection
  • Experiment with data, training parameters, network structure, and other strategies to increase performance and capability of neural networks
  • Integrate and deploy neural networks in your own applications to start solving sophisticated real-world problems

WHY DEEP LEARNING INSTITUTE HANDS-ON TRAINING?

  • Learn how to build deep learning and accelerated computing applications across a wide range of industry segments such as Autonomous Vehicles, Digital Content Creation, Finance, Game Development, and Healthcare
  • Obtain guided hands-on experience using the most widely used, industry-standard software, tools, and frameworks
  • Attain real world expertise through content designed in collaboration with industry leaders such as the Children’s Hospital of Los Angeles, Mayo Clinic, and PwC
  • Earn NVIDIA DLI Certification to prove your subject matter competency and support professional career growth
  • Access courses anywhere, anytime with a fully configured GPU-accelerated workstation in the cloud

Interested? Contact us now to book into the next course.

CONTENT OUTLINE

ComponentsDescription
Introduction (45 mins)
  • Course Overview
  • Getting Started with Deep Learning
Introduction to deep learning, situations in which it is useful, key terminology, industry trends, and challenges.
Break (15 mins)
Unlocking New Capabilities (120 mins)
  • Biological inspiration for Deep Neural Networks (DNNs)
  • Training DNNs with Big Data
Hands-on exercise: Training neural networks to perform image classification by harnessing the three main ingredients of deep learning: Deep Neural Networks, Big Data, and the GPU.
Break (45 mins)
Unlocking New Capabilities (40 mins)
  • Deploying DNN models
Hands-on exercise: Deployment of trained neural networks from their training environment into real applications.
Break (15 mins)
Measuring and Improving Performance (100 mins)
  • Optimizing DNN Performance
  • Incorporating Object Detection
Hands-on exercise: Neural network performance optimization and applying DNNs to object detection.
Break (15 mins)
Summary (20 mins)
  • Summary of Key Learnings
Review of concepts and practical takeaways.
Break (15 mins)
Assessment (60 mins)
  • Assessment Project: Train and Deploy a Deep Neural Network
Validate your learning by applying the deep learning application development workflow (load dataset, train and deploy model) to a new problem.
Next Steps (15 mins)
  • Workshop Survey
  • Setting up your own GPU enabled environment
  • Additional project ideas
  • Getting Data
Learn how to setup your GPU-enabled environment to begin work on your own projects. Get additional project ideas along with resources to get started with NVIDIA AMI on the cloud, nvidia-docker, and the NVIDIA DIGITS container.

This course is also available as a self-paced online option at https://courses.nvidia.com/.

Get a QuoteTalk to a Solutions Architect
deep learning, education, NVIDIA Deep Learning Institute, training courses

LATEST STORIES

  • XENON Mellanox Now NVIDIA Networking
    Mellanox Now NVIDIA Networking 02 Feb 2021 READ
  • XENON VAST New GPU Reference Architecture with NVIDIA
    VAST GPU Reference Architecture Webinar 29 Jan 2021 READ
  • XENON VAST New GPU Reference Architecture with NVIDIA
    VAST Announces New GPU Reference Architecture with NVIDIA 29 Jan 2021 READ
Australia: 1300 888 030 | International: +61 3 9549 1111

National Head Office

XENON Systems Pty Ltd
10 Westall Road,
Clayton South
Victoria 3169

XENON

  • About us
  • Careers
  • Community
  • Contact Us
  • Partners

Popular Solutions

  • HFT Servers
  • HPC Clusters
  • GPU Computing
  • Servers & Workstations

Popular Services

  • AI/ML Consulting
  • Cloud Services
  • Backup & DR
  • Deep Learning
  • HPC Services

Important Pages

  • Shop @ XENON
  • ISO 9001:2015
  • Policies
  • Support
  • Terms of Use

© Copyright XENON Systems Pty Ltd 2020-21

  • This form should only take 4 min
    and we will send you a copy of this enquiry to your email address.

  • This field is for validation purposes and should be left unchanged.
  • This form should only take 4 min
    and we will send you a copy of this enquiry to your email address.

  • This field is for validation purposes and should be left unchanged.