UOC-Assignments / uoc.tfg.jbericat

Entrenament d’un model de IA en un entorn virtual per a la seva aplicació en la extinció d’incendis forestals: Prova de concepte - Universitat Oberta de Catalunya - Treball Final de Grau
1 stars 0 forks source link

RES#07.1.1 - Fer recerca dels acceleradors (HW) per aplicacions DL #129

Closed jbericat closed 7 months ago

jbericat commented 2 years ago

Fer recerca dels acceleradors de deep learning TDA4VM amb CortexA9 i els models DL que pot manegar (Zoo, etc). Podria ser interessant considerar que els drons porten aquests acceleradors incorporats al companion-computer (dispositiu IoT / Edge Computing corrent TI-RTOS o un equivalent open source) que els permeten realitzar la detecció de característiques en temps real durant la explotació del model.

Info:

Hello everyone,

Hope you are all doing fine. In case, you have missed the information on our E2E forums, I wanted to pass the information that our next Edge AI monthly webinar is next week on Dec 9th 2021. Based on the questions and interest we are seeing from developers, this month we will focus on Yolov5, a popular object detection deep learning model, deployment on TDA4x platform.

We are excited to have Debapriya Maji, who will walk through the steps of optimizing deep learning models to take advantage of TI deep learning hardware accelerator in TDA4VM processor using industry standard APIs. With Yolov5 as an example, we will show step-by-step approach of doing minor modification to the model architecture such that it runs efficiently and at best performance on TDA4x processor without compromising on accuracy.

Webinar outline: •TI Model Zoo •Yolov5 model overview •Optimizations for TI’s deep learning accelerator •Compiling the model using open-source run time •Model benchmarking on Free Cloud tool

We have two time zones planned for this webinar and the registration links are in the E2E post below.

https://e2e.ti.com/support/processors-group/processors/f/processors-forum/1055945/faq-sk-tda4vm-edge-ai-december-webinar-yolov5-model-deployment-on-ti-s-edge-ai-platform-for-efficient-object-detection

Looking forward to seeing you!

Best regards,

Srik Gurrapu

gurrappu@ti.com

Jacinto SW Applications

Originally posted by @jbericat in https://github.com/UOC-Assignments/uoc.tfg.jbericat/issues/37#issuecomment-985328471