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@AlchemyAPI Aaron Chavez What is Deep Learning & How Should You Use It Today?

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The most sophisticated labs in the world already use the recent advancements in machine learning, known as deep learning, as their ‘secret weapon’ to make decisions from processing huge volumes of unstructured data. Now, the development teams we talk with every day are also reaping the benefits of these breakthroughs to make better content and purchasing recommendations, analyze brand conversations, gather and synthesize customer feedback and more. Aaron Chavez, Chief Scientist at AlchemyAPI gives a high-level introduction that shares: - What deep learning is and the recent technological advancements that are transforming what is possible - How you can apply deep learning to analyze and interpret your unstructured data - The resources you need to do deep learning at scale

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Page 1: What is Deep Learning?

@AlchemyAPI Aaron Chavez

What is Deep Learning & How Should You Use It Today?

Page 2: What is Deep Learning?

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

Page 3: What is Deep Learning?

Aaron Chavez, Chief Scientist AlchemyAPI

Meet the Expert

#deeplearningseries

Page 4: What is Deep Learning?

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

1

2

3

#deeplearningseries

Page 5: What is Deep Learning?

85% of all business data is unstructured

Page 6: What is Deep Learning?

#deeplearningseries

So… what is deep learning anyway?

Page 7: What is Deep Learning?

#deeplearningseries

What is Deep Learning?

http://www.eidolonspeak.com/Artificial_Intelligence/SOA_P3_Fig4.png

Page 8: What is Deep Learning?

What is Deep Learning?

Old Way Feature

Engineering

Human Annotation

Sequential Computation

New Way Hierarchical Model

Unlabeled Data

Massive Parallelism

#deeplearningseries

Page 9: What is Deep Learning?

The AI Renaissance

Lucian Milasan / Shutterstock.com

Page 10: What is Deep Learning?

#deeplearningseries

Page 11: What is Deep Learning?

#deeplearningseries

How is deep learning being used today?

Page 12: What is Deep Learning?

Deep Learning = Smarter Applications

#deeplearningseries

Page 13: What is Deep Learning?

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

#deeplearningseries

Page 14: What is Deep Learning?

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

Page 15: What is Deep Learning?

#deeplearningseries

What do I need to do deep learning?

Page 16: What is Deep Learning?

Converging Forces Make Deep Learning Possible The Trifecta

•  The Data •  The Hardware •  The Algorithms

#deeplearningseries

Page 17: What is Deep Learning?

We need tons of data

Data

The Challenge:

Page 18: What is Deep Learning?

The Solution: The Internet Data

Quantity of information &

Quality of information

#deeplearningseries

Page 19: What is Deep Learning?

The Challenge:

Hardware

We want to process raw data… but that takes

massive computing power. #deeplearningseries

Page 20: What is Deep Learning?

Go Big or Go Small, It’s Your Call

The Solutions: Cloud Computing & GPUs Hardware

#deeplearningseries

Page 21: What is Deep Learning?

#deeplearningseries

The Algorithms The Challenge: Work Smarter, Not Just Harder

Page 22: What is Deep Learning?

#deeplearningseries

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!

Page 23: What is Deep Learning?

#deeplearningseries

Deep Learning Some Options

Page 24: What is Deep Learning?

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

1

2

3

#deeplearningseries

Page 25: What is Deep Learning?

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/

Page 26: What is Deep Learning?

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]

Page 27: What is Deep Learning?

#deeplearningseries

Page 28: What is Deep Learning?

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


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