By Saif Ahmed
- Set up TensorFlow for genuine commercial use, together with high-performance setup facets resembling multi-GPU support
- Create pipelines for education and utilizing employing classifiers utilizing uncooked real-world data
- Productionize demanding situations and set up options right into a creation setting
TensorFlow is an open resource software program library for numerical computation utilizing facts circulation graphs. The versatile structure lets you install computation to at least one or extra CPUs or GPUs in a computer, server, or cellular machine with a unmarried API. TensorFlow was once initially built by way of researchers and engineers engaged on the Google mind group inside of Google's computer Intelligence learn association for the needs of engaging in laptop studying and deep neural networks learn, however the process is normal sufficient to be acceptable in a wide selection of alternative domain names as well.
This ebook ways universal advertisement computing device studying difficulties utilizing Google’s TensorFlow library. it is going to hide designated positive factors of the library resembling info circulate Graphs, education, visualisation of functionality with TensorBoard—all inside an example-rich context utilizing difficulties from a number of industries. The is on introducing new options via difficulties which are coded and solved over the process every one chapter.
What you are going to learn
- Set up easy and complex TensorFlow installations
- Deep-dive into education, validating, and tracking education performance
- Set up and run cross-sectional examples (images, time-series, textual content, and audio)
- Create pipelines to house real-world enter data
- Set up and run go domain-specific examples (economics, medication, textual content class, and advertising)
- Empower the reader to move from suggestion to a production-ready laptop studying setup/pipeline able to real-world usage
About the Author
Saif Ahmed is an entire quantitative analyst and information scientist with fifteen years of adventure. Saif’s occupation all started in administration consulting at Accenture and lead him to quantitative and senior administration roles at Goldman Sachs and AIG Investments. so much lately he co-founded and runs a startup all for employing deep studying in the direction of automating scientific imaging.
Saif got his Bachelors in desktop technology from Cornell college and is at present pursuing a graduate measure in information technological know-how at U.C. Berkeley.
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Machine Learning with TensorFlow by Saif Ahmed