Book Image

Artificial Intelligence By Example

By : Denis Rothman
Book Image

Artificial Intelligence By Example

By: Denis Rothman

Overview of this book

Artificial intelligence has the potential to replicate humans in every field. Artificial Intelligence By Example serves as a starting point for you to understand how AI is built, with the help of intriguing examples and case studies. Artificial Intelligence By Example will make you an adaptive thinker and help you apply concepts to real-life scenarios. Using some of the most interesting AI examples, right from a simple chess engine to a cognitive chatbot, you will learn how to tackle the machine you are competing with. You will study some of the most advanced machine learning models, understand how to apply AI to blockchain and IoT, and develop emotional quotient in chatbots using neural networks. You will move on to designing AI solutions in a simple manner rather than get confused by complex architectures and techniques. This comprehensive guide will be a starter kit for you to develop AI applications on your own. By the end of this book, you will have understood the fundamentals of AI and worked through a number of case studies that will help you develop your business vision.
Table of Contents (19 chapters)

Summary

The TensorFlow model represented in TensorBoard contains several basic building blocks of ANNs, whether they are CNNs, RNNs such as LTSM networks, or other forms. All of these models rely on numerical computation in one form or the other: weights, biases, matmul operations, activation functions (logistic sigmoid, ReLU, or others), layers, optimizers, loss functions, and more. All of these tools belong to the field of applied mathematics.

This approach has been around for decades. However, as time goes by, linguists, philosophers, historians, and many more people fascinated by AI will bring new ideas, new programming languages, interfaces, and APIs. Focus on the core concepts, not the tools, and you will always be able to keep up to date and innovate.

Biomimicking humans will inevitably be extended to conceptual representation learning, the fascinating world of our video...