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Advanced Data Analytics Using Python: With Architectural Patterns, Text and Image Classification, and Optimization Techn, (Paperback)
Build intelligent systems for enterprise using advanced data analytics and architectural patterns.
Advanced Data Analytics Using Python: With Architectural Patterns, Text and Image Classification, and Optimization Techn, (Paperback)
Item #: 93250606

Advanced Data Analytics Using Python: With Architectural Patterns, Text and Image Classification, and Optimization Techn, (Paperback)

Item #: 93250606

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  • Understand advanced data analytics concepts such as time series and principal component analysis with ETL, supervised learning, and PySpark 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.Generic design patterns in Python programming is clearly explained, emphasizing architectural practices such as hot potato anti-patterns. You'll review recent advances in databases such as Neo4j, Elasticsearch, and MongoDB. You'll then study feature engineering in images and texts with implementing business logic and see how to build machine learning and deep learning models using transfer learning. Advanced Analytics with Python, 2nd edition features a chapter on clustering with a neural network, regularization techniques, and algorithmic design patterns in data analyticswith reinforcement learning. Finally, the recommender system in PySpark explains how to optimize models for a specific application. What You'll LearnBuild intelligent systems for enterpriseReview time series analysis, classifications, regression, and clusteringExplore supervised learning, unsupervised learning, reinforcement learning, and transfer learning Use cloud platforms like GCP and AWS in data analyticsUnderstand Covers design patterns in Python Who This Book Is ForData scientists and software developers interested in the field of data analytics.
Manual & guide typeInstruction Manual
Book formatPaperback
Edition2nd Edition
Skill levelAdvanced
Pages249
LanguageEnglish
BrandSayan Mukhopadhyay
Pub date2022-11-26
AuthorSayan Mukhopadhyay
SubgenreInformation Theory
GenreComputing & Internet
Bisac subject headingComputers
Series titleNo Series
Dimensions6.14 x 0.56 x 9.21 in (15.6 x 1.4 x 23.4 cm)
Age groupAdult
Retail packagingSingle Piece
Original languagesEnglish

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Advanced Data Analytics Using Python: With Architectural Patterns, Text and Image Classification, and Optimization Techn, (Paperback)

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Sayan Mukhopadhyay All Manuals & Guides Editorial Review

Advanced Data Analytics Using Python: With Architectural Patterns, Text and Image Classification, and Optimization Techniques is a comprehensive guide tailored for advanced users seeking to deepen their knowledge in data analytics using Python. This 2nd edition contains 249 pages filled with insightful content aimed at adults interested in computing and internet technologies. The author, Sayan Mukhopadhyay, covers various subjects including information theory, with a focus on both text and image classification methods. Readers can expect detailed architectural patterns and optimization techniques that are crucial for mastering data analytics.

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Pros

  • Comprehensive guide for advanced users
  • Covers text and image classification
  • Includes architectural patterns
  • Focus on optimization techniques
  • Suitable for adult learners

Cons

  • May be overly technical for beginners

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