Deep Learning Examples with PyTorch and fastai: A Developers' Cookbook
Mayr Mba, Bernhard J.
- 出版商: Independently Published
- 出版日期: 2020-09-29
- 售價: $1,770
- 貴賓價: 9.5 折 $1,682
- 語言: 英文
- 頁數: 342
- 裝訂: Quality Paper - also called trade paper
- ISBN: 9798689431499
- ISBN-13: 9798689431499
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相關分類:
DeepLearning
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商品描述
The concept of Deep Learning utilizes deep neural nets to accomplish task from artificial intelligence like:
- Computer Vision: Image Classification, Object Detection / Tracking
- Natural Language Understanding: Text Analyses, Language Translation, Image Caption Generation...
- ...
The Book Deep Learning Examples with PyTorch and fastai - A Developers' Cookbook is full of practical examples on how to apply the deep learning frameworks PyTorch and fastai on different problems.
What's inside the book?
- Build an Image Classifier from Scratch
- How does SGD - Stochastic Gradient Descent - work?
- Multi-Label Classification
- Cross-Fold-Validation
- FastAI - A Glance on the internal API of the deep learning framework
- Image Segmentation
- Style-Transfer
- Server deployment of deep learning models
- Keypoints Detection
- Object Detection
- Super-resolution GANs
- Siamese Twins
- Tabular Data with FastAI
- Ensembling Models with TabularData
- Analyzing Neural Nets with the SHAP Library
- Introduction to Natural Language Processing
