Top 8 Deep Learning Frameworks | Which Deep Learning Framework You Should Learn? | Edureka
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The document reviews the top eight deep learning frameworks, including TensorFlow, Keras, PyTorch, and others, highlighting their features and advantages. It emphasizes aspects like scalability, ease of use, community support, and specific capabilities such as speech recognition and image processing. Overall, it provides insights into the growing field of AI and deep learning training.
Top 8 Deep Learning Frameworks | Which Deep Learning Framework You Should Learn? | Edureka
- 1. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow
- 2. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow Chainer Dynamic, intuitive and highly powerful! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 3. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 8. Chainer Run Strategy Modify Network during Runtime CUDA Multi-GPU support Industry Good amount of traction Dynamism Arbitrary Control Flow Statements High Performance Dynamic Intuitive Speech Recognition
- 4. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow CNTK The popular framework by Microsoft Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 5. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 7. CNTK Easy to Train Open Source Good Scalability Generative Adversarial Networks (GANs) Handwriting Recognition Speech Recognition
- 6. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow Caffe Speed over everything else! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 7. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 6. Caffe Open Source SPEED Caffe Model Zoo 60 Million Images Caffe can process these many images with just one single Nvidia K40 GPU Vision Recognition Requires low-level language Complex Layer Types No support for fine granularity network layers like those found in TensorFlow or CNTK
- 8. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow MXNet Pronounced as mix-net! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 9. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 5. MXNet Highly Efficient High Productivity (Pronounced as mix-net) MXNet is the official Deep Learning reference library for Amazon! Supports LSTM Networks CNN RNN+ Speech RecognitionForecasting and NLP
- 10. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow Deeplearning4j We all need some Java! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 11. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 4. Deeplearning4j Distributed CPU and GPU Highly Efficient Compared to Python BUT As fast as Image Recognition Supports LSTM Networks CNN RNN+ RBM DBN+
- 12. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow Keras Official high-level API of TensorFlow! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 13. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 3. Keras Keras - Modular • Building models is as simple as stacking layers and connecting graphs. Open Source • Actively developed by contributors across the world! • Good amount of documentation Deep Learning Library • High-level Neural Network API • Runs on top of TensorFlow, Theano or CNTK. High Performance • High performing API used to specify and train differentiable programs. 4800+ Contributors 250,000 Keras developers > 2x Year-on-year growth Start-ups Good amount of traction Focus on user experience Multi-backend, multi-platform Large adoption in the industry Research community4 Easy to grasp all concepts5
- 14. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow PyTorch #2 on my favourite framework list! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 15. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 2. PyTorch Isn’t this a scientific computation package? Vast Community + Lots of Developers Automatic!
- 16. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow TensorFlow The #1 Deep Learning Framework there is! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 17. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 1. TensorFlow
- 18. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 1. TensorFlow Available on both Desktop and Mobile Largest community for Learners and Collaborators
- 19. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow 1. TensorFlow The Amazing TensorBoard TensorFlow Serving
- 20. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow Conclusion Top 8 frameworks sure looked fun! Copyright © 2018, edureka and/or its affiliates. All rights reserved.
- 21. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow Conclusion
- 22. AI & Deep Learning Training www.edureka.co/ai-deep-learning-with-tensorflow Conclusion We all love Deep Learning!
- 23. Copyright © 2018, edureka and/or its affiliates. All rights reserved.