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Intel AI Developer Workshop

November 26 @ 9:00 am - 2:00 pm

In this hands-on workshop, you will learn how to build a deep learning model and deploy to the edge.

Registration Process

  1. Create an AI Makerspace Account
  2. Complete ‘Intel AI Developer Workshop-Prework’ course under LearnAI
  3. Receive an email invitation to register for the workshop
  4. Register and receive and email confirmation and ticket to attend the workshop

 

AI From the Data Center to the Edge

Intel’s AI Portfolio

• Hardware: From training to inference with emphasis on 2nd Gen Intel® Xeon™ Scalable Processors

• Software: Frameworks, libraries and tools optimized for Intel® Architecture

• Community resources: Intel Developer Zone Resources

Exploratory Data Analysis

• Obtain a dataset

• Explore data visually to understand distribution

• Data Reduction and address imbalances

Training the Models

• Infrastructure: Intel® AI DevCloud, Amazon Web Services, Google Compute Engine, Microsoft Azure

• Process: Prepare and visualize the dataset, prepare for consumption into framework, hyper-parameter tuning, training, validate

Model Analysis

• Check your scores

• Compare your results

• Hyper parameter tuning

• Pick the winner or go back to training

Deploy on the Edge/Inference

• Introduction to the Intel® OpenVINO™ Toolkit – Capabilities and benefits

• Usage Models

• Model Optimizer – Optimize model, generate hardware agnostic Intermediate Representation (IR) files for prebuilt and custom models

• Demo of Inference Engine – Deploy to CPU, integrated GPU, and Intel® Movidius™ Neural Compute Stick

 

Laptop Requirements

Participants need to carry own laptops with WiFi and modern browser.

 

Installation instructions and additional pointers on OpenVINO:

For Linux OS:

https://docs.openvinotoolkit.org/latest/_docs_install_guides_installing_openvino_linux.html

For Windows OS:

https://docs.openvinotoolkit.org/latest/_docs_install_guides_installing_openvino_windows.html

 

Speaker Profile

Jayaraman Mahalingam

Intel AI Developer Program Geo Lead, APJ region

Jayaraman Mahalingam develops strategic partnership and engagement with top APJ Universities to take the Intel Artificial Intelligence (AI) story & vision. He works with technical content & infrastructure enabling teams and lead the Intel program for the Geo. He is an AI evangelist for the APJ region and also doubles up as expert trainer. He works with regional partners to deliver on the overall program goals and KPI’s. Jay combines HPC, Big Data and AI technology streams to bring a coherent narrative for the future, with the regional academia and developer community.

Details

Date:
November 26
Time:
9:00 am - 2:00 pm
Event Category:

Venue

Ngee Ann Kongsi Auditorium
8 College Ave West
Singapore, 138608 Singapore
+ Google Map
Website:
https://www.aisingapore.org

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