Iran University of Science and Technology (IUST)
Deep Learning
Spring 1398 (2019)

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  • Schedule
  • Lectures
  • Assignments
  • Final Project
  • Course Materials
  • Event
    Date
    Description
    Course Material
  • Lecture
    1397/11/30
    Tuesday
    Introduction to Deep Learning
    [slides] [notes]
  • Lecture
    1397/12/7
    Tuesday
    Mathematical Building Blocks of Neural Networks
    [slides] [notes] [codes]
  • Lecture
    1397/12/14
    Tuesday
    Getting Started with Neural Networks
    [slides] [codes]
  • Lecture
    1397/12/14
    Tuesday
    Fundamentals of Machine Learning
    [slides]
  • Assignment
    1397/12/14
    Tuesday
    Assignment #1 - Deep Learning Fundamentals released!
    [Assignment #1 - Deep Learning Fundamentals] [Solutions]
  • Due
    1397/12/24 23:59
    Friday
    Assignment #1 due
  • Assignment
    1398/1/1
    Thursday
    Assignment #2 - Hyperparameter tuning released!
    [Assignment #2 - Hyperparameter tuning] [Solutions]
  • Due
    1398/1/11 00:59
    Sunday
    Assignment #2 due
  • Due
    1398/1/15 23:59
    Thursday
    Final Project - Proposal due
  • Lecture
    1398/1/27
    Tuesday
    Computer Vision
    [slides]

    • ConvNet for image classification
    • ConvNet pre-training
    • ConvNet visualization: activations
    • ConvNet visualization: filters
    • ConvNet visualization: heatmaps
  • Assignment
    1398/2/9
    Monday
    Assignment #3 - Convolutional Neural Networks released!
    [Assignment #3 - Convolutional Neural Networks] [Solutions]
  • Lecture
    1398/2/16
    Monday
    Processing Text and Sequential Data
    [slides]

    • IMDB sentiment analysis using MLP with pre-trained embeddings
    • IMDB sentiment analysis using MLP with SimpleRNN
    • IMDB sentiment analysis using MLP with LSTM
    • Temperature forecasting problem using GRUs
    • Text processing using 1D ConvNets
  • Due
    1398/2/21 00:59
    Saturday
    Assignment #3 due
  • Lecture
    1398/2/22
    Sunday
    Advanced Models
    [slides]

    • Keras functional API
  • Lecture
    1398/2/29
    Sunday
    Generative Deep Learning
    [slides]

    • Text generation with LSTMs
    • DeepDream
    • MNIST with VAE
    • GAN for frog generation
  • Due
    1398/2/31 23:59
    Tuesday
    Final Project - Progress report due
  • Session
    1398/2/31 23:59
    Tuesday
    Final Project - Progress report Presentation
  • Assignment
    1398/3/8
    Wednesday
    Assignment #4 - NLP Intro released!
    [Assignment #4 - NLP Intro] [Solutions]
  • Due
    1398/3/17 23:59
    Friday
    Assignment #4 due
  • Assignment
    1398/3/28
    Tuesday
    Assignment #5 - RNNs in Depth released!
    [Assignment #5 - RNNs in Depth]
  • Exam
    1398/4/9
    Sunday
    Final Exam
  • Due
    1398/4/20 00:59
    Thursday
    Assignment #5 due
  • Session
    1398/4/25 08:00
    Tuesday
    Final Project - Presentation
  • Due
    1398/4/28 23:59
    Friday
    Final Project - Final Report due
  • Lecture
    1398/10/30
    Monday
    TensorFlow 2 Tutorial
    [slides]
  • Iran University of Science and Technology (IUST)
  • instructor-last-name@iust.ac.ir

School of Computer Engineering
Iran University of Science and Technology
Tehran, Iran

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  • webpages.iust.ac.ir/pilehvar/