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Programming PyTorch for Deep Learning
Take the next steps toward mastering deep learning, the machine learning method that’s transforming the world around us by the second. In this practical book, you’ll get up to speed on key ideas using Facebook’s open source PyTorch framework and gain the latest skills you need to create your very own neural networks. Ian Pointer shows you how to set up PyTorch on a cloud-based environment, then walks you through the creation of neural architectures that facilitate operations on images, sound, text,and more through deep dives into each element. He also covers the critical concepts of applying transfer learning to images, debugging models, and PyTorch in production. Learn how to deploy deep learning models to production Explore PyTorch use cases from several leading companies Learn how to apply transfer learning to images Apply cutting-edge NLP techniques using a model trained on Wikipedia Use PyTorch’s torchaudio library to classify audio data with a convolutional-based model Debug PyTorch models using TensorBoard and flame graphs Deploy PyTorch applications in production in Docker containers and Kubernetes clusters running on Google Cloud
Programming PyTorch for Deep Learning
Take the next steps toward mastering deep learning, the machine learning method that’s transforming the world around us by the second. In this practical book, you’ll get up to speed on key ideas using Facebook’s open source PyTorch framework and gain the latest skills you need to create your very own neural networks. Ian Pointer shows you how to set up PyTorch on a cloud-based environment, then walks you through the creation of neural architectures that facilitate operations on images, sound, text,and more through deep dives into each element. He also covers the critical concepts of applying transfer learning to images, debugging models, and PyTorch in production. Learn how to deploy deep learning models to production Explore PyTorch use cases from several leading companies Learn how to apply transfer learning to images Apply cutting-edge NLP techniques using a model trained on Wikipedia Use PyTorch’s torchaudio library to classify audio data with a convolutional-based model Debug PyTorch models using TensorBoard and flame graphs Deploy PyTorch applications in production in Docker containers and Kubernetes clusters running on Google Cloud
Deep Learning with PyTorch
“We finally have the definitive treatise on PyTorch! It covers the basics and abstractions in great detail. I hope this book becomes your extended reference document.” —Soumith Chintala, co-creator of PyTorch Key Features Written by PyTorch’s creator and key contributors Develop deep learning models in a familiar Pythonic way Use PyTorch to build an image classifier for cancer detection Diagnose problems with your neural network and improve training with data augmentation Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About The Book Every other day we hear about new ways to put deep learning to good use: improved medical i...
I Am Your Shadow
After experiencing an overwhelming distress in her love life, Serah Taylor confines her life to her profession, and her only focus is to make big achievements in the world of computer software. There seems to be no room for love unless she meets Daniel Lewis. Accustomed to living a monotonous business man’s life, Daniel realizes how beautiful it is to experience being in love, and begins to wonder how he lived without Serah all these years? Before the couple has a chance to envision a life together, terrorizing reminders from Serah’s past events begin to emerge. And as the threat of violence begins to shadow in every step, Daniel and Serah will be pushed to a breaking point.
Tribute to a Hero
When a senior army officer is killed in action holding off an enemy attack threatening to overrun his outpost, the confidence of his comrades is rocked. Accolades of courage and eulogies flow freely from politicians and Generals alike. For the briefest of moments, a devastated nation pauses to pay homage to a fallen hero. Fellow countrymen marvel at the heroic endeavors, patriotism courses through everyone’s veins, then all too swiftly life moves on. But for the young family, the fight has just begun. This powerful story is as inspirational as it is humbling. Major Paul Harding was the most senior officer to be killed in action during the Iraq campaign. A legend of his time with over 30 ye...
AMTIL the Source
Journal dates: 2008-2009 Annual, 2008-
Chief Inspector Pointer's Cases - 12 Golden Age Murder Mysteries
Chief Inspector Pointer is on a mission to catch the biggest and the baddest of criminals. Aided by his side-kicks, Pointer is a master of observation and daring. DigiCat presents to you the meticulously edited Boxed Set of his myriad adventures and intriguing cases for your absolute reading pleasure. Contents: The Eames-Erskine Case The Charteris Mystery The Footsteps That Stopped The Clifford Affair The Cluny Problem The Wedding Chest Mystery The Craig Poisoning Mystery The Tall House Mystery Tragedy atBeechcroft The Case of the Two Pearl Necklaces Scarecrow Mystery at the Rectory
The Little Book of Restorative Teaching Tools
Engaging Practices for Integrating Restorative Justice Principles in Group Settings As restorative practices spread around the world, scholars and practitioners have begun to ask very important questions: How should restorative practices be taught? What educational structures and methods are in alignment with restorative values and principles? This book introduces games as an effective and dynamic tool to teach restorative justice practices. Grounded in an understanding of restorative pedagogy and experiential learning strategies, the games included in this book provide a way for learners to experience and more deeply understand restorative practices while building relationships and improvin...
Be Funny or Die
Comedy is a game that all humans play. There are big social prizes if you win, but it is easy to end up with custard pie on your face... or worse. Comedy can soothe our pain, vent our anger, make us feel less alone and provide the answer to life’s most difficult questions, such as, ‘What do you call a man with a seagull on his head?’* It’s a social glue but it can also be divisive, and the joke is on us if we don’t understand how it works. So, what are the rules? How does comedy do its magic and why does it matter? Join professional comedy writer Joel Morris on a hilarious journey into the hidden world of shared laughter where he reveals the mechanisms that make jokes work and what...
