"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 7: Deep Learning

Course Overview

The rise of AI and the fourth technological revolution can be attributed to various factors, with deep learning playing a central role. This wide-ranging science has enabled automation in numerous industries, including healthcare, security, manufacturing, engineering, education, the oil industry, marketing, and more. It has facilitated the development of solutions for self-driving cars, bots, and other applications. This course will delve into the main algorithms driving this technological breakthrough.

Course Objectives

This course will enable you to: 

• Understand the mathematics behind Deep Learning

• Explore the logic of optimization using Gradient Descent

• Break down the components of neural networks

• Adjust algorithm hyperparameters to optimize cost functions

• Explore the architecture of major deep learning networks

• Enhance the accuracy of Classification and Estimation

• Gain knowledge in image classification, face recognition, and object detection

• Apply deep learning algorithms to solve new challenging problems 

Week 1: Calculus & Gradient Descent

Week 2: Feed Forward Neural Networks

Week 2: Feed Forward Neural Networks

  • Essentials of Calculus
  • Perceptron and Hinge Loss
  • Gradient Descent Algorithm

Week 2: Feed Forward Neural Networks

Week 2: Feed Forward Neural Networks

Week 2: Feed Forward Neural Networks

  • Feedforward Neural Net. (FNN)
  • Backpropagation
  • Python --> DL Frameworks

Week 3: Computer Vision

Week 2: Feed Forward Neural Networks

Week 3: Computer Vision

  •  Convolutional Neural Net. (CNN) 
  • R - CNN
  • Fast R -CNN

Copyright © Matrix TRC - All Rights Reserved.