Deep Learning from Scratch
Slide#0 - Intro
Slide#1 - Basics
Slide#2 - Working with Data
Slide#3 - Feeding DNNs
Slide#4 - Hardware and Platforms
Slide#5 - Frameworks
Slide#6 - Recurrent Neural Networks
Slide#7 - Convolutional Neural Networks
Slide#8 - Generative Adversarial Networks
Slide#9 - Reinforcement Learning
GitHub Repository
Computational Intelligence
Lectured at the University of Guilan (Fall 2019 to Spring 2021)
Slide#0 - Intro
Slide#1 - Fundamental Concepts
Slide#2-4 - Neural Networks
,
Models, Architectures
, and
Their Applications
Slide#5 - Deep Neural Networks
Slide#6-9 - Fuzzy Basics
,
Calculation and Relations
,
Logic and Inference
, and
Controller
Slide#10 - Evolutionary Computation
Slide#11 - Genetic Algorithm and Programming
Slide#12 - Swarm Intelligence
Fall 2019
Spring 2020
Fall 2020
Spring 2021
Software Laboratory
Lectured at the University of Guilan (Fall 2018)
Slide#0 - Main concepts and overview
Slide#1 - History of Computers
Slide#2 - Hardware
Slide#3 - Software
Slide#4 - Word processing applications
Slide#5 - Spreadsheet applications
Slide#6 - DBMS applications
Slide#7 - Presentation applications
Workshops Presentations
Digital Image Processing Applications in ITS
(Dec. 2018 – University of Guilan, Iran)
How to Start with CUDA?
(Dec. 2018 – University of Guilan, Iran)
Fiber Optic Sensors and Their Applications
(Nov. 2017 – University of Guilan, Iran)
Design Patterns in Cloud Computing
(Dec. 2016 – University of Guilan, Iran)
An Introduction to Ruby Programming Language
(Oct. 2016 – University of Guilan, Iran)