Andres Rodriguez at AI Frontiers: Catalyzing Deep Learning's Impact in the Enterprise
1) The document discusses strategies for enterprises to leverage deep learning, including using existing pre-trained models, training models with their own internal data, using professional services, training internal staff, evaluating lock-in risks, using cloud services, embracing scalable and fast solutions, planning a data strategy, and having a deployment strategy. 2) It promotes Intel Nervana as a solution that can be used across various domains like healthcare, automotive, finance, agriculture, and more for applications such as tumor detection, speech interfaces, time-series analysis, and sequence analysis. 3) Intel Nervana claims to provide the necessary hardware, software and services to help enterprises successfully implement deep learning.
![Catalyzing Deep Learning's
Impact in the Enterprise
Andres Rodriguez, PhD
January 11, 2017
AIFrontiers
[adapted from a talk by Arjun Bansal, Intel Nervana]
MAKING MACHINES
SMARTER.™](https://image.slidesharecdn.com/20170111aifrontiers-170119165251/85/andres-rodriguez-at-ai-frontiers-catalyzing-deep-learnings-impact-in-the-enterprise-1-320.jpg)
Recommended
Recommended
More Related Content
Viewers also liked
Viewers also liked (20)
Similar to Andres Rodriguez at AI Frontiers: Catalyzing Deep Learning's Impact in the Enterprise
Similar to Andres Rodriguez at AI Frontiers: Catalyzing Deep Learning's Impact in the Enterprise (20)
Recently uploaded
Recently uploaded (20)
Andres Rodriguez at AI Frontiers: Catalyzing Deep Learning's Impact in the Enterprise
- 1. Catalyzing Deep Learning's Impact in the Enterprise Andres Rodriguez, PhD January 11, 2017 AIFrontiers [adapted from a talk by Arjun Bansal, Intel Nervana] MAKING MACHINES SMARTER.™
- 2. AI can transform the world for the better 2 SAFER HEALTHIER HAPPIER
- 3. But how does your enterprise win in this space? 3
- 4. 1. Use an existing model 4 SegNet AIICNN bAbI Q&A GoogLeNet Alexnet Deep Speech 2 VGG Sentiment Analysis
- 5. 2. Train with your data 5 http://vision.stanford.edu/Datasets/collage_s.png https://www.kaggle.com/c/dogs-vs-cats
- 6. 2. Train with your data 6 http://vision.stanford.edu/Datasets/collage_s.png http://adas.cvc.uab.es/task-cv2016/papers/0026.pdf
- 7. TALENT POOL Talent is tight 7
- 8. 8 3. Use Professional Services GIVE A PERSON A FISH
- 9. 4. Train your staff 9 TEACH THEM HOW TO FISH
- 11. 6. If your org requires it - have an on premise plan 11 Buys and provisions enterprise brands piecemeal Managed with VMware Organized and managed with vblocks Commodity hardware + OpenStack Uses Public Cloud
- 12. 6. …or go straight to a cloud service 12 Buys and provisions enterprise brands piecemeal Managed with VMware Organized and managed with vblocks Commodity hardware + OpenStack Uses Public Cloud SKIP UNNECESSARY SPENDING
- 13. 7. Use a scalable cloud service 13
- 14. 8. Embrace ludicrous speed 14
- 15. 8. Embrace ludicrous speed 15 DEEP LEARNING PROCESSOR 55 TeraOps
- 16. 9. Plan a Data Strategy 16 … 55 TOps
- 17. 10. Have a deployment strategy 17
- 18. Intel Nervana has you covered 18 Images Video Text Speech Tabular Time series Solutions
- 19. Intel Nervana in action 19 Healthcare: Tumor detection Automotive: Speech interfaces Finance: Time-series search engine Positive: Negative: Agricultural Robotics Oil & Gas Positive: Negative: Proteomics: Sequence analysis Query: Results:
- 20. NERVANA