"Data Science and AI" Educational Expertise
  • Home
  • B2B Workshops
    • Data Visualization
    • Stats & Data Analytics
    • Machine Learning
    • Deep Learning
    • NLPs
    • Analytical Tools
    • ICT &Technologies
    • Managers' Corner
    • Healthcare
    • Related Topics
  • Public Training
  • Academic Diploma
    • Data Science & AI Diploma
    • Testimonials
    • Our Lifestyle in Pics
    • FAQs
    • LAU-ACE/SAS Dual Diploma
  • Diploma Courses
    • C1 - Visualize & Describe
    • C2 - Stat. Data Analysis
    • C3 - Data Management
    • C4 - Supervised ML
    • C5 - Unsupervised ML
    • C6 - Big Data
    • C7 - NNs & Deep Learning
    • C8 - Gen. Deep Learning
    • C9 - NLPs & AI Agents
    • C10 - AI Solutions
  • Meet the Experts
  • Clients
  • TV & Events
  • Contact Us
  • More
    • Home
    • B2B Workshops
      • Data Visualization
      • Stats & Data Analytics
      • Machine Learning
      • Deep Learning
      • NLPs
      • Analytical Tools
      • ICT &Technologies
      • Managers' Corner
      • Healthcare
      • Related Topics
    • Public Training
    • Academic Diploma
      • Data Science & AI Diploma
      • Testimonials
      • Our Lifestyle in Pics
      • FAQs
      • LAU-ACE/SAS Dual Diploma
    • Diploma Courses
      • C1 - Visualize & Describe
      • C2 - Stat. Data Analysis
      • C3 - Data Management
      • C4 - Supervised ML
      • C5 - Unsupervised ML
      • C6 - Big Data
      • C7 - NNs & Deep Learning
      • C8 - Gen. Deep Learning
      • C9 - NLPs & AI Agents
      • C10 - AI Solutions
    • Meet the Experts
    • Clients
    • TV & Events
    • Contact Us
"Data Science and AI" Educational Expertise
  • Home
  • B2B Workshops
    • Data Visualization
    • Stats & Data Analytics
    • Machine Learning
    • Deep Learning
    • NLPs
    • Analytical Tools
    • ICT &Technologies
    • Managers' Corner
    • Healthcare
    • Related Topics
  • Public Training
  • Academic Diploma
    • Data Science & AI Diploma
    • Testimonials
    • Our Lifestyle in Pics
    • FAQs
    • LAU-ACE/SAS Dual Diploma
  • Diploma Courses
    • C1 - Visualize & Describe
    • C2 - Stat. Data Analysis
    • C3 - Data Management
    • C4 - Supervised ML
    • C5 - Unsupervised ML
    • C6 - Big Data
    • C7 - NNs & Deep Learning
    • C8 - Gen. Deep Learning
    • C9 - NLPs & AI Agents
    • C10 - AI Solutions
  • Meet the Experts
  • Clients
  • TV & Events
  • Contact Us

Course 8: Generative Deep Learning

Course Overview

This advanced course introduces the principles and techniques behind models that generate new data, such as images, text, or music, rather than just recognizing or classifying existing data. It typically covers the theory and practice of generative models and explores how deep learning can be used to learn data distributions and create new, realistic samples.

Course Objectives

 This course will enable you to: 

• Understand the basics of Deep Learning

• Gain a full understanding of Generative Adversarial Networks (GANs)

• Fine-tune Autoencoders (AEs)

• Explore Variational Autoencoders (VAEs)

• Learn how to use Recurrent Generative Models

• Implement Data Augmentation & Synthetic Data

• Consider Ethics and Bias in Generative Models

• Work on real projects

• Apply everything using TensorFlow 

Week 1: Autoencoders

Week 2: Generative Adversarial Networks

Week 2: Generative Adversarial Networks

  • Autoencoders (AE)
  • Variational Autoencoders (VAE)
  • Python --> TensorFlow

Week 2: Generative Adversarial Networks

Week 2: Generative Adversarial Networks

Week 2: Generative Adversarial Networks

  • Generative Adversarial Net. (GAN)
  • Types of GAN
  • Python --> TensorFlow

Week 3: Sequential Deep Learning

Week 2: Generative Adversarial Networks

Week 3: Sequential Deep Learning

  • Recurrent Neural Network (RNN)
  • Long – Short Term Memory (LSTM) 
  • GRUs

Copyright © Matrix TRC - All Rights Reserved.