Artificial Intelligence for Big Data: Complete guide to automating Big Data solutions using Artificial Intelligence techniques
Artificial Intelligence for Big Data: Complete guide to automating Big Data solutions using Artificial Intelligence techniques
by: Anand Deshpande – Manish Kumar
ISBN-10: 1788472179
ISBN-13: 9781788472173
Publication Date 出版日期: 2018-05-22
Print Length 页数: 384
Book Description
By finelybook
In this age of big data,companies have larger amount of consumer data than ever before,far more than what the current technologies can ever hope to keep up with. However,Artificial Intelligence closes the gap by moving past human limitations in order to analyze data.
With the help of Artificial Intelligence for big data,you will learn to use Machine Learning algorithms such as k-means,SVM,RBF,and regression to perform advanced data analysis. You will understand the current status of Machine and Deep Learning techniques to work on Genetic and Neuro-Fuzzy algorithms. In addition,you will explore how to develop Artificial Intelligence algorithms to learn from data,why they are necessary,and how they can help solve real-world problems.
By the end of this book,you’ll have learned how to implement various Artificial Intelligence algorithms for your big data systems and integrate them into your product offerings such as reinforcement learning,natural language processing,image recognition,genetic algorithms,and fuzzy logic systems.
Contents
1: BIG DATA AND ARTIFICIAL INTELLIGENCE SYSTEMS
2: ONTOLOGY FOR BIG DATA
3: LEARNING FROM BIG DATA
4: NEURAL NETWORK FOR BIG DATA
5: DEEP BIG DATA ANALYTICS
6: NATURAL LANGUAGE PROCESSING
7: FUZZY SYSTEMS
8: GENETIC PROGRAMMING
9: SWARM INTELLIGENCE
10: REINFORCEMENT LEARNING
11: CYBER SECURITY
12: COGNITIVE COMPUTING
What You Will Learn
Manage Artificial Intelligence techniques for big data with Java
Build smart systems to analyze data for enhanced customer experience
Learn to use Artificial Intelligence frameworks for big data
Understand complex problems with algorithms and Neuro-Fuzzy systems
Design stratagems to leverage data using Machine Learning process
Apply Deep Learning techniques to prepare data for modeling
Construct models that learn from data using open source tools
Analyze big data problems using scalable Machine Learning algorithms
Authors
Anand Deshpande
Anand Deshpande is the Director of big data delivery at Datametica Solutions. He is responsible for partnering with clients on their data strategies and helps them become data-driven. He has extensive experience with big data ecosystem technologies. He has developed a special interest in data science,cognitive intelligence,and an algorithmic approach to data management and analytics. He is a regular speaker on data science and big data at various events.
Manish Kumar
Manish Kumar is a Senior Technical Architect at Datametica Solutions. He has more than 11 years of industry experience in data management as a data,solutions,and product architect. He has extensive experience in building effective ETL pipelines,implementing security over Hadoop,implementing real-time data analytics solutions,and providing innovative and best possible solutions to data science problems. He is a regular speaker on big data and data science.