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TensorFlow Developer Certificate Guide Oluwole Fagbohun

TensorFlow Developer Certificate Guide By Oluwole Fagbohun

TensorFlow Developer Certificate Guide by Oluwole Fagbohun


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TensorFlow Developer Certificate Guide Summary

TensorFlow Developer Certificate Guide: Efficiently tackle deep learning and ML problems to ace the Developer Certificate exam by Oluwole Fagbohun

Achieve TensorFlow certification with this comprehensive guide covering all exam topics using a hands-on, step-by-step approachperfect 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 learningwhat it is and how to build applications with pre-trained models Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionThe 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. Youll 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, youll 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, youll 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 forThis 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.

About Oluwole Fagbohun

Oluwole Fagbohun, a certified TensorFlow developer and machine learning engineer, currently he is serving Vice President of Engineering and Environmental Data at ChangeBlock, where he is spearheading the fight against climate change with machine learning. Beyond his role at ChangeBlock, Oluwole is the founder of Readrly an EdTech startup employing AI to enhance children's reading skills, offering engaging and gamified learning experiences.

Table of Contents

Table of Contents
  1. Introduction to Machine Learning
  2. Introduction to Tensorflow
  3. Linear Regression with Tensorflow
  4. Classification with Tensorflow
  5. Image Classification with Neural Networks
  6. Improving the model
  7. Image Classification with Convolution Neural Networks
  8. Handling Overfitting
  9. Transfer Learning
  10. Introduction to Natural Language Processing
  11. Natural Language Processing with Tensorflow
  12. Introduction to Time Series, Sequence and Prediction
  13. Time Series, Sequence and Prediction with Tensorflow

Additional information

NPB9781803240138
9781803240138
180324013X
TensorFlow Developer Certificate Guide: Efficiently tackle deep learning and ML problems to ace the Developer Certificate exam by Oluwole Fagbohun
New
Paperback
Packt Publishing Limited
2023-09-29
344
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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