What is Deep Learning?
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Transcript of What is Deep Learning?
@AlchemyAPI Aaron Chavez
What is Deep Learning & How Should You Use It Today?
Pioneer of web services for real-time text and image analysis
• Founded in 2005 • 40,000+ users • Used in 36+ countries • More than 3+ billion API calls monthly • Deep learning experts
Aaron Chavez, Chief Scientist AlchemyAPI
Meet the Expert
#deeplearningseries
What You’ll Learn Today
What deep learning is and how it has transformed over the years
How deep learning is being successfully applied by companies of all sizes and industries
The resources you will need to use deep learning at scale
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#deeplearningseries
85% of all business data is unstructured
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So… what is deep learning anyway?
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What is Deep Learning?
http://www.eidolonspeak.com/Artificial_Intelligence/SOA_P3_Fig4.png
What is Deep Learning?
Old Way Feature
Engineering
Human Annotation
Sequential Computation
New Way Hierarchical Model
Unlabeled Data
Massive Parallelism
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The AI Renaissance
Lucian Milasan / Shutterstock.com
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#deeplearningseries
How is deep learning being used today?
Deep Learning = Smarter Applications
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Deep Learning is Everywhere
- Monitoring credit card transactions for fraud - Recommending products on Amazon.com - Understanding your voice in Google Now - Analyzing your tax returns - Reading signatures on personal checks - Correcting spelling mistakes in your TPS report
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For Companies of All Sizes
#deeplearningseries
200% increase in CTR with deep learning powered, real-time bidding engine
• keyword extraction and sentiment analysis
Analyzes 20+ million docs/month for social data intelligence
• language detection, keyword extraction and sentiment analysis
Provides the “firehose of global crisis data” for journalists and news organizations
• image extraction, image tagging
#deeplearningseries
What do I need to do deep learning?
Converging Forces Make Deep Learning Possible The Trifecta
• The Data • The Hardware • The Algorithms
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We need tons of data
Data
The Challenge:
The Solution: The Internet Data
Quantity of information &
Quality of information
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The Challenge:
Hardware
We want to process raw data… but that takes
massive computing power. #deeplearningseries
Go Big or Go Small, It’s Your Call
The Solutions: Cloud Computing & GPUs Hardware
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#deeplearningseries
The Algorithms The Challenge: Work Smarter, Not Just Harder
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The Algorithms The Solution: No Magic Bullet
• Architecture • Regularization • Adaptive learning • Optimized distributed computing • Hyperparameter tuning • Diagnostics • … and much more… • … and, whatever comes out tomorrow!
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Deep Learning Some Options
What We’ve Covered
What deep learning is and how it has transformed over the years
How deep learning is being successfully applied by companies of all sizes and industries
The resources you will need to use deep learning at scale
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#deeplearningseries
What’s Next? Keep learning and explore your options • 5 Deep Learning Resources Everyone Should Bookmark
http://www.alchemyapi.com/blog/what-deep-learning/
• Read deep learning success stories http://www.alchemyapi.com/resources/success-stories/
• Read recent research at arxiv.org
• Register for the next Deep Learning Webinars Thursday, August 28
Artificial Intelligence APIs: An Intro for Developers Who Must Build
Smarter Applications
http://www.alchemyapi.com/artificial-intelligence-apis-webinar/
Thursday, September 18 How Google Does It: Big and Fast
Semantic Analytics Pipelines
http://www.alchemyapi.com/how-google-does-semantic-analysis-
webinar/
What’s Next? Homework (It’s more fun than calculus)
• Test deep learning with your own applications: Free API Key:http://www.alchemyapi.com/api/register.html
• Get started with the guide: http://www.alchemyapi.com/developers/getting-started-guide/
• SDKs available at: https://github.com/AlchemyAPI
• Need help? Contact [email protected]
#deeplearningseries
Contact us 1-877-253-0308
[email protected] www.alchemyapi.com
You will receive an email with a recording of this webinar, the slides and additional resources within 24 hours.
Thank you for attending!
#deeplearningseries