TechsourceLogo_NoTagline.jpg

MATLAB Public Seminar

Applying AI to Signal and Image Processing

24 Jul 2019 | 9:00am - 12:00pm SGT | Suntec Singapore Convention & Exhibition Center, Room 303

 Overview

Deep learning, a chief driver of the AI revolution, can achieve state-of-the-art accuracy in many cognitive or perceptual tasks such as naming objects in a scene or recognizing optimal paths in an environment.

 

It involves assembling large data sets, creating a neural network, and training, visualizing, and evaluating different models, using specialized hardware - often requiring unique programming knowledge. These tasks are frequently even more challenging because of the complex theory behind them.

 

In this seminar, we’ll demonstrate new MATLAB features that simplify these tasks and eliminate the low-level programming. We’ll build and train neural networks that recognize handwriting, categorize foods, classify signals, and control machines.  

Highlights

Potential topics within this talk include the following:

  • Manage large data sets (images, signals, text, etc.)

  • Create, analyze, and visualize networks, and gain insight into the black box nature of deep learning models

  • Automatically label ground truth or generate synthetic data

  • Build or edit deep learning models with a drag-and-drop interface

  • Perform classification, regression, and semantic segmentation with images or signals

  • Leverage pre-trained models (e.g. GoogLeNet and ResNet) for transfer learning

  • Import models from Keras-TensorFlow, Caffe, and the ONNX Model format

  • Speed up network training with parallel computing on a cluster

About the Presenter

Abhijit Bhattacharjee is a Senior Application Engineer based in Los Angeles who specializes in the areas of computer vision, audio signal processing, machine learning, and deep learning. He holds a MSEE degree from the University of Southern California and works with clients in all industries, including consumer devices, semiconductors, government, and academic. Prior to MathWorks, Abhijit was a researcher at USC Information Sciences Institute working in programs funded by NASA and DARPA.

Abhijit Bhattacharjee

Senior Application Engineer, Mathworks

 
  • LinkedIn Social Icon
  • Facebook
  • Twitter
  • Google+