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TensorFlow Essentials Building Advanced ML Models: Use TensorFlow for deep learning and scalable ML solutions by Isandro Myles

TensorFlow Essentials Building Advanced ML Models: Use TensorFlow for deep learning and scalable ML solutions

by Isandro Myles
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₹1,654.00
₹1,654.00
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Book cover type: Paperback
  • ISBN13: 9798264360244
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 258
  • Original Price: USD 16.99
  • Language: English
  • Edition: N/A
  • Item Weight: 350 grams
  • BISAC Subject(s): Machine Theory

Unlock the full power of TensorFlow to build cutting-edge machine learning models.

TensorFlow Essentials is your comprehensive guide to mastering deep learning, creating scalable ML solutions, and implementing advanced machine learning models in real-world applications. Designed for beginners and intermediate developers alike, this book breaks down complex concepts into actionable steps, helping you harness TensorFlow's capabilities efficiently and effectively.

Inside, you'll learn how to:

  • Understand TensorFlow fundamentals: from tensors and operations to computational graphs and eager execution.

  • Build neural networks for classification, regression, and real-world prediction tasks.

  • Implement convolutional neural networks (CNNs) for image recognition and computer vision projects.

  • Apply recurrent neural networks (RNNs) and LSTM models for sequential data like time series and natural language.

  • Utilize TensorFlow 2.x APIs to streamline model development and training workflows.

  • Optimize models using advanced techniques like batch normalization, dropout, and learning rate schedules.

  • Implement transfer learning to leverage pre-trained models and accelerate development.

  • Deploy models efficiently for scalable production-ready solutions using TensorFlow Serving and TensorFlow Lite.

  • Work with real datasets for hands-on projects in vision, NLP, and structured data.

  • Debug, evaluate, and improve model performance with TensorFlow tools like TensorBoard.

Packed with hands-on tutorials, practical examples, and step-by-step exercises, this book empowers you to confidently design, build, and deploy high-performance ML models. Whether you aim to enhance your career, launch AI projects, or push the boundaries of deep learning, this guide is the perfect companion for your TensorFlow journey.

Who This Book Is For

  • Beginner and intermediate developers aiming to master TensorFlow

  • Data scientists and ML engineers looking to scale models for production

  • Students and researchers exploring deep learning applications

  • AI enthusiasts seeking hands-on guidance for real-world machine learning projects

Master TensorFlow, build advanced ML models, and turn your ideas into intelligent solutions.

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