Deep Learning with Applications Using Python

1. Front Matter

   Pages i-xv

   PDF

2. Basics of TensorFlow

   • Navin Kumar Manaswi

   Pages 1-30

3. Understanding and Working with Keras

   • Navin Kumar Manaswi

   Pages 31-43

4. Multilayer Perceptron

   • Navin Kumar Manaswi

   Pages 45-56

5. Regression to MLP in TensorFlow

   • Navin Kumar Manaswi

   Pages 57-68

6. Regression to MLP in Keras

   • Navin Kumar Manaswi

   Pages 69-89

7. Convolutional Neural Networks

   • Navin Kumar Manaswi

   Pages 91-96

8. CNN in TensorFlow

   • Navin Kumar Manaswi

   Pages 97-104

9. CNN in Keras

   • Navin Kumar Manaswi

   Pages 105-114

10. RNN and LSTM

    • Navin Kumar Manaswi

    Pages 115-126

11. Speech to Text and Vice Versa

    • Navin Kumar Manaswi

    Pages 127-144

12. Developing Chatbots

    • Navin Kumar Manaswi

    Pages 145-170

13. Face Detection and Recognition

    • Navin Kumar Manaswi

    Pages 171-199

14. Back Matter

    Pages 201-219

    PDF

Explore deep learning applications, such as computer vision, speech recognition, and chatbots, using frameworks such as TensorFlow and Keras. This book helps you to ramp up your practical know-how in a short period of time and focuses you on the domain, models, and algorithms required for deep learning applications. Deep Learning with Applications Using Python covers topics such as chatbots, natural language processing, and face and object recognition. The goal is to equip you with the concepts, techniques, and algorithm implementations needed to create programs capable of performing deep learning.


This book covers convolutional neural networks, recurrent neural networks, and multilayer perceptrons. It also discusses popular APIs such as IBM Watson, Microsoft Azure, and scikit-learn. 


What You Will Learn 

• Work with various deep learning frameworks such as TensorFlow, Keras, and scikit-learn.
  
• Use face recognition and face detection capabilities
  
• Create speech-to-text and text-to-speech functionality
  
• Engage with chatbots using deep learning
  

Who This Book Is For


Data scientists and developers who want to adapt and build deep learning applications.

• Deep Learning
• TensorFlow
• Python
• Open AI
• Open AI Gym
• Keras
• Sci-Kit Learn

• Bangalore, India

  Navin Kumar Manaswi

Navin K Manaswi has been developing AI solutions/products with the use of cutting edge technologies and sciences related to artificial intelligence for many years. Having worked for consulting companies in Malaysia, Singapore and the Dubai Smart City project, he has developed a rare skill of delivering end-to-end data science solutions. He has been building solutions for video intelligence, document intelligence and human-like chatbots in his own company. 

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