Deep Learning with Python

Deep Learning with Python

Learn what deep learning is and learn to use open source software like Python, Keras and Tensorflow to build deep learning models on real-world data.

Course Contents

The workshop is meant to introduce you to the concepts of deep learning and provide a solid base to build deeper knowledge in the field. You will learn:

  • Fundamentals of deep learning theory
  • How to approach and solve a problem with deep learning
  • Build and train a deep fully connected model with Keras
  • Build and train a Convolutional Neural Net with Keras on a CPU/GPU machine
  • Build and train a Recurrent Neural Net with Keras on a CPU/GPU machine
  • Application to Image processing/Text processing

Module 1:

  • Setting Up Environment for Deep Learning
  • Keras, Tensorflow, Jupyter etc
  • Quick overview of Python

Module 2: Theoretical Foundation of Deep Learning

  • Overview of Deep Learning
  • Deep Learning vs Machine Learning
  • Phases of Deep Learning Project

Module 3: Understanding Neural Networks

  • Understanding Neural Network
  • How neural networks learn
  • Architecture of Neural Networks
  • Convolution Neural Networks
  • Recurrent Neural Networks

Module 4: Data Preprocessing

  • Learning Pandas for Data Preprocessing

Module 5: Data Visualization

  • Using matplotlib & Seaborn for Data visualization

Module 6: Convolution Neural Networks for Image Processing

  • Theory and practical project

Module 7: Recurrent Neural Networks for Natural Language Processing

  • Theory and practical project

Training Schedule:

Saturday-Sunday Batch
6 Days: 6-7, 13-14, 20-21 January 2018 
 
Saturday Time: 9:30 AM - 1:00 PM
Sunday Time: 8:00 AM – 1:00 AM


All the information regarding Fees, discounts and Registration Form is available here.

Page Last Updated: Monday 04-Sep-2017 10:34:14 IST