TensorFlow Developer Certificate Guide: Efficiently tackle deep learning and ML problems to ace the Developer Certificate exam (Paperback)
暫譯: TensorFlow 開發者證書指南:高效解決深度學習和機器學習問題以通過開發者證書考試 (平裝本)

Fagbohun, Oluwole

  • 出版商: Packt Publishing
  • 出版日期: 2023-09-29
  • 定價: $1,800
  • 售價: 9.5$1,710
  • 語言: 英文
  • 頁數: 344
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 180324013X
  • ISBN-13: 9781803240138
  • 相關分類: DeepLearningTensorFlow
  • 立即出貨 (庫存=1)

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商品描述

Achieve TensorFlow certification with this comprehensive guide covering all exam topics using a hands-on, step-by-step approach-perfect for aspiring TensorFlow developers

 

Key Features:

 

  • Build real-world computer vision, natural language, and time series applications
  • Learn how to overcome issues such as overfitting with techniques such as data augmentation
  • Master transfer learning-what it is and how to build applications with pre-trained models
  • Purchase of the print or Kindle book includes a free PDF eBook

 

Book Description:

 

The TensorFlow Developer Certificate Guide is an indispensable resource for machine learning enthusiasts and data professionals seeking to master TensorFlow and validate their skills by earning the certification. This practical guide equips you with the skills and knowledge necessary to build robust deep learning models that effectively tackle real-world challenges across diverse industries.

 

You'll embark on a journey of skill acquisition through easy-to-follow, step-by-step explanations and practical examples, mastering the craft of building sophisticated models using TensorFlow 2.x and overcoming common hurdles such as overfitting and data augmentation. With this book, you'll discover a wide range of practical applications, including computer vision, natural language processing, and time series prediction.

 

To prepare you for the TensorFlow Developer Certificate exam, it offers comprehensive coverage of exam topics, including image classification, natural language processing (NLP), and time series analysis. With the TensorFlow certification, you'll be primed to tackle a broad spectrum of business problems and advance your career in the exciting field of machine learning. Whether you are a novice or an experienced developer, this guide will propel you to achieve your aspirations and become a highly skilled TensorFlow professional.

 

What You Will Learn:

 

  • Prepare for success in the TensorFlow Developer Certification exam
  • Master regression and classification modelling with TensorFlow 2.x
  • Build, train, evaluate, and fine-tune deep learning models
  • Combat overfitting using techniques such as dropout and data augmentation
  • Classify images, encompassing preprocessing and image data augmentation
  • Apply TensorFlow for NLP tasks like text classification and generation
  • Predict time series data, such as stock prices
  • Explore real-world case studies and engage in hands-on exercises

 

Who this book is for:

 

This book is for machine learning and data science enthusiasts, as well as data professionals aiming to demonstrate their expertise in building deep learning applications with TensorFlow. Through a comprehensive hands-on approach, this book covers all the essential exam prerequisites to equip you with the skills needed to excel as a TensorFlow developer and advance your career in machine learning. A fundamental grasp of Python programming is the only prerequisite.

商品描述(中文翻譯)

透過這本全面的指南,涵蓋所有考試主題,採用實作的逐步方法,實現 TensorFlow 認證—非常適合有志於成為 TensorFlow 開發者的人士

主要特色:


  • 構建實際的計算機視覺、自然語言和時間序列應用

  • 學習如何使用數據增強等技術克服過擬合等問題

  • 掌握遷移學習—它是什麼以及如何使用預訓練模型構建應用

  • 購買印刷版或 Kindle 書籍可獲得免費 PDF 電子書

書籍描述:

TensorFlow 開發者證書指南是機器學習愛好者和數據專業人士的必備資源,旨在掌握 TensorFlow 並通過獲得認證來驗證其技能。這本實用指南為您提供了構建穩健深度學習模型所需的技能和知識,能有效應對各行各業的現實挑戰。

您將通過易於遵循的逐步解釋和實際範例,展開技能獲取之旅,掌握使用 TensorFlow 2.x 構建複雜模型的技藝,並克服過擬合和數據增強等常見障礙。通過這本書,您將發現各種實用應用,包括計算機視覺、自然語言處理和時間序列預測。

為了幫助您準備 TensorFlow 開發者證書考試,本書全面涵蓋考試主題,包括圖像分類、自然語言處理 (NLP) 和時間序列分析。擁有 TensorFlow 認證後,您將能夠應對各種商業問題,並在令人興奮的機器學習領域推進您的職業生涯。無論您是新手還是經驗豐富的開發者,這本指南都將助您實現抱負,成為一名高技能的 TensorFlow 專業人士。

您將學到的內容:


  • 為成功通過 TensorFlow 開發者認證考試做好準備

  • 掌握使用 TensorFlow 2.x 的回歸和分類建模

  • 構建、訓練、評估和微調深度學習模型

  • 使用如 dropout 和數據增強等技術對抗過擬合

  • 對圖像進行分類,包括預處理和圖像數據增強

  • 將 TensorFlow 應用於 NLP 任務,如文本分類和生成

  • 預測時間序列數據,如股票價格

  • 探索現實案例研究並參與實作練習

本書適合誰:

本書適合機器學習和數據科學愛好者,以及希望展示其在使用 TensorFlow 構建深度學習應用方面專業知識的數據專業人士。通過全面的實作方法,本書涵蓋所有必要的考試前置條件,幫助您獲得作為 TensorFlow 開發者所需的技能,並推進您在機器學習領域的職業生涯。對 Python 程式設計的基本理解是唯一的前置條件。