Jain / Kapoor / Fandango TensorFlow Machine Learning Projects

Build 13 real-world projects with advanced numerical computations using the Python ecosystem
1. Auflage 2018
ISBN: 978-1-78913-240-3
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 322 Seiten

No detailed description available for "TensorFlow Machine Learning Projects".

Autoren/Hrsg.

Jain, Ankit

Kapoor, Amita

Fandango, Armando

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Neuronale Netzwerke
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Spracherkennung, Sprachverarbeitung

Inhaltsverzeichnis

Table of Contents - Overview of Tensorflow and Machine Learning
- Using Machine Learning to detect exoplanets in outer space
- Sentiment Analysis in your browser using Tensorflow.js
- Digit Classification using Tensorflow Lite
- Speech to text and topic extraction using NLP
- Predicting Stock Prices using Gaussian Process Regression
- Credit Card Fraud Detection using Autoencoders
- Generating Uncertainty in Traffic Signs Classifier using Bayesian Neural Networks
- Generating Matching Shoe Bags from Shoe Images Using DiscoGANs
- Classifying Clothing Images using Capsule Networks
- Making Quality Product Recommendations Using TensorFlow
- Object detection at a large scale with Tensorflow
- Generating Book Scripts Using LSTMs
- Playing Pacman using Deep Reinforcement Learning

- What is next?

Über Autor(innen)

Jain Ankit:

Ankit Jain currently works as a senior research scientist at Uber AI Labs, the machine learning research arm of Uber. His work primarily involves the application of deep learning methods to a variety of Uber's problems, ranging from forecasting and food delivery to self-driving cars. Previously, he has worked in a variety of data science roles at the Bank of America, Facebook, and other start-ups. He has been a featured speaker at many of the top AI conferences and universities, including UC Berkeley, O'Reilly AI conference, and others. He has a keen interest in teaching and has mentored over 500 students in AI through various start-ups and bootcamps. He completed his MS at UC Berkeley and his BS at IIT Bombay (India).Kapoor Amita:

Amita Kapoor is an accomplished AI consultant and educator, with over 25 years of experience. She has received international recognition for her work, including the DAAD fellowship and the Intel Developer Mesh AI Innovator Award. She is a highly respected scholar in her field, with over 100 research papers and several best-selling books on deep learning and AI. After teaching for 25 years at the University of Delhi, Amita took early retirement and turned her focus to democratizing AI education. She currently serves as a member of the Board of Directors for the non-profit Neuromatch Academy, fostering greater accessibility to knowledge and resources in the field. Following her retirement, Amita also founded NePeur, a company that provides data analytics and AI consultancy services. In addition, she shares her expertise with a global audience by teaching online classes on data science and AI at the University of Oxford.