Deep Learning for Beginners

Introduction:

Deep Learning Studio by Deep Cognition is a easy to use AI development and deployment platform for beginners. It is the first robust deep learning platform with a visual interface. The platform provides a comprehensive solution to data ingestion, model development, training, deployment and management. Deep Learning Studio users have the ability to quickly develop and deploy deep learning solutions through robust integration with TensorFlow, MXNet and Keras. Easy to use drag and drop editor helps you build deep learning models without coding.

Course Objectives:

  • Machine Learning
  • Deep Learning
  • Deep Learning Studio
  • Handwritten Digit Classification
  • Image Classification
  • Sentimental Analysis
  • Topic Modelling

Duration

7 hours, 1 Day Course

Mode of Delivery

Classroom-based, Instructor-led Training

Course Outlines

  1. Overview of Machine Learning and Deep Learning
    1. What is Machine Learning?
    2. Real Life Applications of Machine Learning
    3. Types of Machine Learning
    4. What is Neural Network
    5. What is Deep Learning
    6. Machine Learning vs Deep Learning
  2. Deep Learning Studio Desktop
    1. Install Deep Learning Studio Desktop
    2. Exploring Deep Learning Studio Desktop Interface
  3. Handwritten Digit Classification
    1. MNIST Handwritten Digit Dataset
    2. MNIST Classification with Feedforward Neural Network
    3. What is Convolutional Neural Network (CNN)
    4. MNIST Classification with CNN
  4. Image Classification
    1. CIFAR10 Image Dataset
    2. CIFAR10 Classification with Feedforward Neural Network
    3. CIFAR10 Classification with CNN
  5. Sentimental Analysis
    1. IMDB Movie Review Dataset
    2. What is Recurrent Neural Network (RNN)
    3. What is Long Short Term Memory (LSTM)
    4. IMDB Sentimental Analysis with LSTM RNN
  6. Topic Modelling
    1. Reuters Newswire Dataset
    2. Reuters Topic Modelling with LSTM RNN