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Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
copyright @2016 by DataRobot, Inc. All Rights Reserved
AUTOMATED MACHINE LEARNING
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
DATA
is the new
oil
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
AI &
Machine
Learning
monetizes
the data
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
AI will generate $2.9 TRILLION in business
value and recover 6.2 BILLION hours of
worker productivity by 2021.
- Gartner Predictions (Forbes) -
THE IMPENDING AI DIVIDE
Confidential | Copyright © DataRobot, Inc. | All Rights ReservedSOURCE: https://go.forrester.com/wp-content/uploads/Forrester_Predictions_2017_-Artificial_Intelligence_Will_Drive_The_Insights_Revolution.pdf
AI-Driven companies will take $1.2 TRILLION
from competitors by 2020.
- Forrester Predictions 2017 -
Artificial Intelligence Will Drive The Insights Revolution
THE IMPENDING AI DIVIDE
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
$120M+
200+
IN FUNDING
500,000,000+
MODELS BUILT ON
DATAROBOT CLOUD
INSURANCE & BANKING HEALTHCARE FINTECH ON-DEMAND SERVICES MANY MORE
50+
TOP 3 FINISHES
The world’s most advanced Automated Machine Learning platform
DATA SCIENTISTS &
ENGINEERS (OF 400+)
2012FOUNDED
HQ in Boston, MA
#1 RANKED
DATA SCIENTISTS
4
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved© DataRobot, Inc. All rights reserved. Confidential
Unmet
demand for
Data Scientist
What Problem Are We Solving?
Demand driven by the exponential increase
in data and the competitive pressure to
extract value from it.
Supply driven by the availability of data
scientists and technology.
TIME
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved© DataRobot, Inc. All rights reserved. Confidential Time
Turn additional data centric
resources into Data Scientists
Make Data Scientists
more productive
We fill the shortage of data
science by accomplishing
two goals...
Data Science Shortage
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
BEST PRACTICES AND TECHNOLOGY
Jeremy Achin
CEO & Co-Founder
Highest: 20th
Xavier Conort
Chief Data Scientist
Highest: 1st
Tom de Godoy
CTO & Co-Founder
Highest: 20th
Owen Zhang
Product Advisor
Highest: 1st
Sergey Yurgenson
Data Scientist
Highest: 1st
The top ranked Data Scientists in the world
MASTER MASTER MASTER MASTER MASTER
The best technologies in the world
Amanda Schierz
Data Scientist
Current: 1st Female, 1st in UK
MASTER
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
THE AI BOTTLENECK: DATA SCIENTISTS
Data
Scientist
Programming
Skills
Math &
Stats
Domain
Expertise
PREREQUISITES
1. Knowledge of the business
2. Knowledge of the data
3. Ability to write code to gather data
4. Ability to write code to explore/inspect data
5. Ability to write code to manipulate data
6. Ability to write code to extract actionable intel
7. Ability to write code to build models
8. Ability to write code to implement models
9. Foundational statistics
10. Internals of algorithms
11. Practical knowledge and experience
12. Knowing how to interpret and explain models
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
BOTTLENECK SOLUTION - AUTOMATION (PLATFORM – Cloud or On-Premise)
Programming
Skills
Math &
Stats
Domain
Expertise
AUTOMATED
(Parallel computing)
PREREQUISITES
1. Knowledge of the business
2. Knowledge of the data
3. Ability to write code to gather data
4. Ability to write code to explore/inspect data
5. Ability to write code to manipulate data
6. Ability to write code to extract actionable intel
7. Ability to write code to build models
8. Ability to write code to implement models
9. Foundational statistics
10. Internals of algorithms
11. Practical knowledge and experience
12. Knowing how to interpret and explain models
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
SAMPLE CUSTOMERS
InsuranceBanking FinTech HiTech OtherHealthcare
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
$50 Million in annual
value in under 18 months
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Workflow used to take
two months down to two
minutes with DataRobot
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
90% reduction in
modeling time + 15%
uplift in accuracy
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Kurnia said that since
she started using the
software, she has been
able to reduce loan
defaults by about 5%.
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
THE OPPORTUNITY FOR MACHINE LEARNING IN ANY BUSINESS
Marketing
Predicting customer Lifetime Value (LTV)
Churn
Customer segmentation
Product mix (best product mix to reduce churn)
Cross selling/recommendation algorithms
Up selling
Channel optimization
Discount targeting
Responses rates
Reactivation likelihood
Adwords optimization and ad buying
In store traffic patterns
Aircraft scheduling
Sales
Lead prioritization
Demand forecasting
Pricing
Market Basket
Inventory management / Dynamic Pricing
Promos / Upgrades / Offers
Human Resources
Resume screening
Employee churn
Training recommendation
Talent management
Risk
Credit risk
Fraud detection
Accounts Payable Recovery
Anti-money laundering
Insurance Claims prediction
Readmission Risk
Warranty Analytics
Claim Prediction
Logistics
Procurement
Warehousing
Cost Analysis
Product life cycle
Demand Forecast
Assembly
Turnover
Banking
Insurance
Healthcare
Media
Pharma
Telco
Retail
Government
Energy
Transportation
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
DataRobot University | DataRobot Essentials
Gain the skills you need to make the most of the automated capabilities of DataRobot to explore,
model, and act on data. This course provides hands-on coverage of the DataRobot platform and its
features, expert advice on best practices in machine learning, and guidance on how to integrate
predictions into your production systems.
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Some Features
Before Live Demo
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Start with an intuitive workflow ...
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Develop a lot of accurate models … at
scale
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Deploy them effortlessly … anywhere
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Learn from your data ...
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Use them in day to day business
decision
Confidential | Copyright © DataRobot, Inc. | All Rights Reserved
Thank you!
Sutaek Kim
DataRobot
sutaek.kim@datarobot.com

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AI-Driven Automation Unlocks Data Value

  • 1. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved copyright @2016 by DataRobot, Inc. All Rights Reserved AUTOMATED MACHINE LEARNING
  • 2. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved DATA is the new oil
  • 3. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved AI & Machine Learning monetizes the data
  • 4. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved AI will generate $2.9 TRILLION in business value and recover 6.2 BILLION hours of worker productivity by 2021. - Gartner Predictions (Forbes) - THE IMPENDING AI DIVIDE
  • 5. Confidential | Copyright © DataRobot, Inc. | All Rights ReservedSOURCE: https://go.forrester.com/wp-content/uploads/Forrester_Predictions_2017_-Artificial_Intelligence_Will_Drive_The_Insights_Revolution.pdf AI-Driven companies will take $1.2 TRILLION from competitors by 2020. - Forrester Predictions 2017 - Artificial Intelligence Will Drive The Insights Revolution THE IMPENDING AI DIVIDE
  • 6. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved $120M+ 200+ IN FUNDING 500,000,000+ MODELS BUILT ON DATAROBOT CLOUD INSURANCE & BANKING HEALTHCARE FINTECH ON-DEMAND SERVICES MANY MORE 50+ TOP 3 FINISHES The world’s most advanced Automated Machine Learning platform DATA SCIENTISTS & ENGINEERS (OF 400+) 2012FOUNDED HQ in Boston, MA #1 RANKED DATA SCIENTISTS 4
  • 7. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved© DataRobot, Inc. All rights reserved. Confidential Unmet demand for Data Scientist What Problem Are We Solving? Demand driven by the exponential increase in data and the competitive pressure to extract value from it. Supply driven by the availability of data scientists and technology. TIME
  • 8. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved© DataRobot, Inc. All rights reserved. Confidential Time Turn additional data centric resources into Data Scientists Make Data Scientists more productive We fill the shortage of data science by accomplishing two goals... Data Science Shortage
  • 9. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved BEST PRACTICES AND TECHNOLOGY Jeremy Achin CEO & Co-Founder Highest: 20th Xavier Conort Chief Data Scientist Highest: 1st Tom de Godoy CTO & Co-Founder Highest: 20th Owen Zhang Product Advisor Highest: 1st Sergey Yurgenson Data Scientist Highest: 1st The top ranked Data Scientists in the world MASTER MASTER MASTER MASTER MASTER The best technologies in the world Amanda Schierz Data Scientist Current: 1st Female, 1st in UK MASTER
  • 10. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved THE AI BOTTLENECK: DATA SCIENTISTS Data Scientist Programming Skills Math & Stats Domain Expertise PREREQUISITES 1. Knowledge of the business 2. Knowledge of the data 3. Ability to write code to gather data 4. Ability to write code to explore/inspect data 5. Ability to write code to manipulate data 6. Ability to write code to extract actionable intel 7. Ability to write code to build models 8. Ability to write code to implement models 9. Foundational statistics 10. Internals of algorithms 11. Practical knowledge and experience 12. Knowing how to interpret and explain models
  • 11. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved BOTTLENECK SOLUTION - AUTOMATION (PLATFORM – Cloud or On-Premise) Programming Skills Math & Stats Domain Expertise AUTOMATED (Parallel computing) PREREQUISITES 1. Knowledge of the business 2. Knowledge of the data 3. Ability to write code to gather data 4. Ability to write code to explore/inspect data 5. Ability to write code to manipulate data 6. Ability to write code to extract actionable intel 7. Ability to write code to build models 8. Ability to write code to implement models 9. Foundational statistics 10. Internals of algorithms 11. Practical knowledge and experience 12. Knowing how to interpret and explain models
  • 12. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved SAMPLE CUSTOMERS InsuranceBanking FinTech HiTech OtherHealthcare
  • 13. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved $50 Million in annual value in under 18 months
  • 14. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Workflow used to take two months down to two minutes with DataRobot
  • 15. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved 90% reduction in modeling time + 15% uplift in accuracy
  • 16. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Kurnia said that since she started using the software, she has been able to reduce loan defaults by about 5%.
  • 17. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved THE OPPORTUNITY FOR MACHINE LEARNING IN ANY BUSINESS Marketing Predicting customer Lifetime Value (LTV) Churn Customer segmentation Product mix (best product mix to reduce churn) Cross selling/recommendation algorithms Up selling Channel optimization Discount targeting Responses rates Reactivation likelihood Adwords optimization and ad buying In store traffic patterns Aircraft scheduling Sales Lead prioritization Demand forecasting Pricing Market Basket Inventory management / Dynamic Pricing Promos / Upgrades / Offers Human Resources Resume screening Employee churn Training recommendation Talent management Risk Credit risk Fraud detection Accounts Payable Recovery Anti-money laundering Insurance Claims prediction Readmission Risk Warranty Analytics Claim Prediction Logistics Procurement Warehousing Cost Analysis Product life cycle Demand Forecast Assembly Turnover Banking Insurance Healthcare Media Pharma Telco Retail Government Energy Transportation
  • 18. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved DataRobot University | DataRobot Essentials Gain the skills you need to make the most of the automated capabilities of DataRobot to explore, model, and act on data. This course provides hands-on coverage of the DataRobot platform and its features, expert advice on best practices in machine learning, and guidance on how to integrate predictions into your production systems.
  • 19. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Some Features Before Live Demo
  • 20. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Start with an intuitive workflow ...
  • 21. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Develop a lot of accurate models … at scale
  • 22. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Deploy them effortlessly … anywhere
  • 23. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Learn from your data ...
  • 24. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Use them in day to day business decision
  • 25. Confidential | Copyright © DataRobot, Inc. | All Rights Reserved Thank you! Sutaek Kim DataRobot sutaek.kim@datarobot.com

Editor's Notes

  1. This version of the presentation is meant to be a short
  2. It’s a struggle to think of a company or organization that won’t be affected by AI. In fact, according to a Forrester study, there will be an incredible $1.2 Trillion that will be transferred to companies that are AI Driven. We call it the AI Divide, which will separate companies into haves and have-nots. With chaos comes a huge opportunity and equally big risk. Each of us has to decide on what side of the technology divide we’re going to be on.
  3. It’s a struggle to think of a company or organization that won’t be affected by AI. In fact, according to a Forrester study, there will be an incredible $1.2 Trillion that will be transferred to companies that are AI Driven. We call it the AI Divide, which will separate companies into haves and have-nots. With chaos comes a huge opportunity and equally big risk. Each of us has to decide on what side of the technology divide we’re going to be on.
  4. Company Overview - 1.5 mins