Mukhopadhyay, Sayan

Advanced Data Analytics Using Python: With Architectural Patterns, Text and Image Classification, and Optimization Techniques

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ISBN 13:
9781484280041
author:
Mukhopadhyay, Sayan
format:
Paperback
publisher:
APress
language:
English
Publication Year:
2022
Pages:
249
Dimensions:
23.4 x 15.6 x 1.4 centimetres (0
Genre:
Computers, Artificial Intelligence, Computers,
Condition:
New
Availability:
Item usually sent within 20 working days
£30.81

Description

Learn to build intelligent systems for enterprise with advanced data analytics concepts using Python. This book covers architectural patterns in data analytics, text and image classification, optimization techniques, natural language processing, and computer vision in the cloud environment.

You'll explore supervised learning, unsupervised learning, reinforcement learning, and transfer learning, as well as review recent advances in databases such as Neo4j, Elasticsearch, and MongoDB. You'll also study feature engineering in images and texts with implementing business logic and learn how to build machine learning and deep learning models using transfer learning.

With a focus on design patterns in Python programming, this book emphasizes architectural practices like hot potato anti-patterns. You'll gain practical knowledge of clustering with a neural network, regularization techniques, and algorithmic design patterns in data analytics, as well as how to optimize models for a specific application using PySpark.

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