Ontrak ONSTAK Certified-Machine Learning / Deep Learning-Essentials-16Hrs

... In collaboration with Onstak USA

Overview

If you want to break into AI, this Specialization will help you do so. Deep Learning is one of the most highly sought-after skills in tech. We will help you become good at Deep Learning. In this course, you will learn the foundations of Deep Learning, understand how to build neural networks, and learn how to lead successful machine learning projects. You will learn about Convolutional networks, RNNs, LSTM, Adam and more. We will conclude this course by introducing some great libraries for deep learning like Tensor Flow.

Pre-Requisites

  • Networking Basics
  • Computer Science Fundamentals
  • Telecom, electrical or other engineering background

Course Outline

  • Introduction to Deep Learning
  • Why Deep Learning?
  • What is a neural network?
  • Reasons to go deep
  • An old problem: The Vanishing Gradient
  • Deep Learning Models
  • Restricted Boltzmann Machines
  • Deep Belief Nets
  • Convolutional Networks
  • Recurrent Networks
  • Additional Deep Learning Models
  • Auto encoders
  • Recursive Neural Tensor Nets
  • Deep Learning Use Cases
  • Deep Learning Platforms and Software Libraries
  • What is a Deep Learning Platform?
  • H2O.ai
  • Dato GraphLab
  • What is a Deep Learning Library?
  • Theano
  • Caffe
  • TensorFlow
Get Registered