Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Intelligent Projects Using Python: 9 real-world AI projects leveraging machine learning and deep learning with TensorFlow and Keras


Implement machine learning and deep learning methodologies to build smart, cognitive AI projects using Python

Key Features

  • A go-to guide to help you master AI algorithms and concepts
  • 8 real-world projects tackling different challenges in healthcare, e-commerce, and surveillance
  • Use TensorFlow, Keras, and other Python libraries to implement smart AI applications

Book Description

This book will be a perfect companion if you want to build insightful projects from leading AI domains using Python.

The book covers detailed implementation of projects from all the core disciplines of AI. We start by covering the basics of how to create smart systems using machine learning and deep learning techniques. You will assimilate various neural network architectures such as CNN, RNN, LSTM, to solve critical new world challenges. You will learn to train a model to detect diabetic retinopathy conditions in the human eye and create an intelligent system for performing a video-to-text translation. You will use the transfer learning technique in the healthcare domain and implement style transfer using GANs. Later you will learn to build AI-based recommendation systems, a mobile app for sentiment analysis and a powerful chatbot for carrying customer services. You will implement AI techniques in the cybersecurity domain to generate Captchas. Later you will train and build autonomous vehicles to self-drive using reinforcement learning. You will be using libraries from the Python ecosystem such as TensorFlow, Keras and more to bring the core aspects of machine learning, deep learning, and AI.

By the end of this book, you will be skilled to build your own smart models for tackling any kind of AI problems without any hassle.

What you will learn

  • Build an intelligent machine translation system using seq-2-seq neural translation machines
  • Create AI applications using GAN and deploy smart mobile apps using TensorFlow
  • Translate videos into text using CNN and RNN
  • Implement smart AI Chatbots, and integrate and extend them in several domains
  • Create smart reinforcement, learning-based applications using Q-Learning
  • Break and generate CAPTCHA using Deep Learning and Adversarial Learning

Who this book is for

This book is intended for data scientists, machine learning professionals, and deep learning practitioners who are ready to extend their knowledge and potential in AI. If you want to build real-life smart systems to play a crucial role in every complex domain, then this book is what you need. Knowledge of Python programming and a familiarity with basic machine learning and deep learning concepts are expected to help you get the most out of the book

Table of Contents

  1. Foundations of Artificial Intelligence Based Systems
  2. Transfer Learning
  3. Neural Machine Translation
  4. Style Transfer in Fashion Industry using GANs
  5. Video to text Translation Applications
  6. Intelligent Recommender System
  7. Mobile App for Sentiment Analysis of Movie Reviews from Twitter feed
  8. Conversational AI Chat bots for Customer Services
  9. Regenerating Captcha using Audio Morphing
  10. Train autonomous vehicles to avoid obstacles using Reinforcement Learning
(HTML tags aren't allowed.)

Designing Effective Database Systems
Designing Effective Database Systems
World-renowned expert Rebecca M. Riordan has written the definitive
database design book for working developers who aren't database
experts. No matter how messy or complex your business challenge,
Designing Effective Database Systems shows you how to design an
effective, high-performance database to solve it.
Riordan begins
Digital Nets and Sequences: Discrepancy Theory and Quasi-Monte Carlo Integration
Digital Nets and Sequences: Discrepancy Theory and Quasi-Monte Carlo Integration

Indispensable for students, invaluable for researchers, this comprehensive treatment of contemporary quasi-Monte Carlo methods, digital nets and sequences, and discrepancy theory starts from scratch with detailed explanations of the basic concepts and then advances to current methods used in research. As deterministic versions of the Monte...

Information and Communication Technologies in Support of the Tourism Industry
Information and Communication Technologies in Support of the Tourism Industry
Tourism is one of the leading industries worldwide. The magnitude of growth in tourism will bring both opportunities and problems to source and destination markets in years to come, especially in the internal and external exchange of information in the industry. Information and Communication Technologies in Support of the Tourism Industry...

Transient-Induced Latchup in CMOS Integrated Circuits
Transient-Induced Latchup in CMOS Integrated Circuits

The book all semiconductor device engineers must read to gain a practical feel for latchup-induced failure to produce lower-cost and higher-density chips. Transient-Induced Latchup in CMOS Integrated Circuits equips the practicing engineer with all the tools needed to address this regularly occurring problem while becoming more proficient at...

Professional ASP.NET 2.0 XML (Programmer to Programmer)
Professional ASP.NET 2.0 XML (Programmer to Programmer)

You'll also learn more about SQL Server 2005 XML features, XML serialization, and XML Web services. You'll see how XML can be used to increase application efficiency and reach. Two helpful real-life case studies used throughout the book demonstrate the many ways that XML documents can be created, transformed, and transmitted to other systems...

A Peek at Computer Electronics: Things you Should Know
A Peek at Computer Electronics: Things you Should Know

A lot of people are into Making their own technology these days, from 3D printers to home-made robots, Digital Video Records (DVRs), Media Centers, and more. But if you’re a computer programmer you might not know the ins and outs of the hardware side of these projects.

Caleb Tennis explains it all. From a quick look at basic...

©2020 LearnIT (support@pdfchm.net) - Privacy Policy