Email Address

Presenter

Workshop

Heravi_a_650@yahoo.com

Dr. Ahmad Reza Heravi

Deep Learning for Image Processing

Abstract

Over the past decade, deep learning techniques have yielded astonishing results in various areas of machine learning, computer vision, and signal processing. Today, applying deep learning in different applications is a hot topic for scientists, and the development of this knowledge has opened new horizons for the artificial intelligence researchers.

In this workshop, the following topics will be presented:

1-    The importance of deep learning and its principles

2-    Introducing the convolutional neural networks

3-    Introducing the well-known architectures in deep learning

4-    Keras coding for deep neural networks

Email Address

Presenter

Workshop

Amin_noori@ieee.org

Dr. Amin Noori

Reinforcement Learning and Intelligent Systems

Abstract

Reinforcement Learning (RL) is a class of machine learning that addresses the problem of learning the optimal policies in uncertain and stochastic environments. RL is extremely useful in many fields, such as control problems, robotics, self-driving cars, games, healthcare and etc.

This workshop introduces participants to the concepts and methodologies of RL. In particular, these topics will be discussed: (1) Basic definition of RL (2)Introducing RL components: Agent, Environment, reward function, value function, and policy (3) Monte Carlo method, (4) Temporal Difference (TD) learning method (Q-learning, and SARSA), (5) Using RL methods in a control problems, (6) Simulation of solving a simple game using RL, (7) Controlling drug dosage of  a patient with cancer using TD methods, and simulation of this problem in MATLAB.

Email Address

Presenter

Workshop

Mandanaghafourian7@gmail.com

Dr. Mandana saadat Ghaforian

Biological Signal Processing

Abstract

Main topics of the educational workshop are as follows:

·      Acquaintance with widely used biological signals like EEG and ECG and calling data in MATLAB and EEGLAB Software.

·      Signal pre-processing and introduction of some filters and removal of all types of artifacts and noise from the signal in MATLAB and EEGLAB software.

·      Investigate the ECG signal and extract the HRV signal from the ECG

·      Signals classification

Email Address

Presenter

Workshop

MohsenSiavoshi69@gmail.com

Mohsen Siavoshi

Implementation of signal processing algorithms on the ZYNQ chip

Abstract