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Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 1Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 1
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 2Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 2
ML6 AT A GLANCE
Not only knowledgeable about Machine Learning, but defining the future of it
50+
Machine Learning Experts
10% of workforce fully dedicated
to 3 funded ML Research tracks
Premier Partner of Google Cloud
since 2014
#1 fastest growing AI company in
Belgium
Equipping 20% of BEL 20
companies with cutting-edge ML
5 Offices, located in Belgium,
Germany, UK and The Netherlands
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 3
WE ARE RECOGNIZED BY GOOGLE AS A
PREFERRED ML PARTNER (ML6 was previously called Datatonic)
Best Google Cloud Platform
Services Partner, 2015-16
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 4
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 5
AI IS AROUND SINCE THE 1950’S
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 6
TRENDS
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 7Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 7
WHAT HAS CHANGED?
Large Datasets Better Models Lots of Computation
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 8
The old, algorithmic approach
“apple”
“orange”
“banana”
IF (round) THEN
IF (orange AND coarse) THEN
“orange”
ELSE IF (green AND smooth) THEN
“apple”
ELSE IF ...
...
ELSE IF …
“banana”
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 9
Let the machine find the rules
“apple”
“orange”
“banana”
?
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 10
“DATA IS THE NEW GOLD”
We used to...
● Not trust banks
● Hide our money in the backyard
● Lose money due to inflation
Currently we…
● Don’t trust cloud providers
● Keep our data on private servers
● Don’t fully use data potential
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 13Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 13
INTELLIGENCE AT WORK IN FINANCE
TODAY
Machine learning is the ability
of computer systems to
independently improve their
own performance by
exposure to data, outcomes,
and a feedback loop. Machine
learning can detect patterns
in vast volumes of data and
interpret their meaning.
Robotic cognitive automation
is the rules-based automation
of routine tasks combined
with analysis of unstructured
data and capabilities that
mimic human learning and
decision making.
Natural language processing
(NLP) is the ability of
computer systems to
decipher and understand text
to engage humans with
personalized information and
service. NLP takes
unstructured data and
converts it into structured
data to be used by other
tools.
Natural language generation
(NLG) is an automation
technology that generates
narratives and commentary
from structured data, e.g.,
commentary to accompany
a monthly financial reporting
package for executive
audiences.
Speech recognition is the
ability to accurately transcribe
and understand human
speech.
Machine Learning Robotic Cognitive
Automation
Natural Language
Processing
Natural Language
Generation
Speech Recognition
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 14Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 14
FINANCIAL PLANNING AND ANALYSIS
“What’s the price elasticity of demand in key markets? “
“Where does foreign currency exposure need immediate hedging coverage?”
“Which business units are likely to miss plan?”
“What’s my year-to-date sales in Asia Pacific vs. budget?”
“What’s the full-year sales outlook vs. budget?”
“Which departments have overspent or underspent, and in which cost category?”
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 15
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 16
“We will move from mobile first to
an AI first world.”
April 2016 - Sundar Pichai
CEO, Google
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 17
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 18Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 18
INVESTOR RELATIONS
PAIN
Complex investor relations needs involving
governance, reporting, and analyst
communications. Activities that become
mundane, repetitive, and time consuming
for her team quarter after quarter, year after
year
SOLUTION
Automate the production of earnings
call preparation materials and analyst
presentations
Enhance management reports and
executive dashboards with automated
commentary.
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 19Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 19
VISUALIZATION AS A KEY STEP
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 20Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 20
ACCOUNTS PAYABLE
PAIN
Working manually through tens of thousands
of vendor invoices, matching meticulously to
purchase orders and receiving documents,
and ensure that vendors are paid correctly and
on time.
SOLUTION
Scan physical invoices and move
electronically into a payables processing
template, with only a few ever touched
by human hands.
Payables system will learn to recognize
priority invoices, eliminate duplicate
payments, and uncover fraudulent
purchasing patterns. And for the 10
percent of payables transactions that
require a person’s involvement
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 21Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 21
WE BUILT OPTICAL OBJECT DETECTION
FOR EANDIS IN 4 WEEKS
DIGITIZING THE “BOEKENTOREN” WITH OCR
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 23Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 23
RISK
PAIN
Expected to preside over a myriad of risks that
could impact operational performance and
financial results
SOLUTION
Scan financial transactions and systems
to detect exceptions or anomalies. This
detects risks in real time, informs
impacted parties, and recommends
ways to mitigate problems.
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 24Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 24
ACCOUNTING
PAIN
Increases in the number of legal entities in
far-flung geographies can make the closing
process almost impossible to execute
manually. Throw in different tax regimes and
different accounting standards, and this
“necessary evil” becomes a big pain in the
neck.
SOLUTION
Account reconciliation speeds up the
process of matching intercompany sales
with intercompany costs of sales,
making intercompany markup
elimination faster and more accurate.
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 25
PRODUCT RECONCILIATION
Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 26
Category Label
Productsegment NON-ALCOHOLIC
Productcategorie SOFT DRINKS
Productsubcategorie
REGULAR SOFT
DRINKS
Productdetailcategorie TONICS
Brand SCHWEPPES
ML_unit 1500
Article Description:
“ SCHWEPPES AGRUM
LIGHT 4X1.5L ”
Random Forest
Classifier
Solution using Machine Learning
Model OutputInput
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 27
KNOWLEDGE MANAGEMENT
For employees and teams For your organisation
▸ Get recommended personalized
learnings, validated by colleagues
▸ Know who knows what, right when
you need it
▸ Maximize knowledge collaboration,
in the flow of work
▸ Up to date internal knowledge &
skills map
▸ Maximize internal recruiting
through data-driven
skill insights
info@uman.ai - www.uman.ai
Supercharged knowledge sharing
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 28Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 28
HOW TO GET STARTED
If you haven’t done so
already, create a small
cross-functional team to help
your organization understand
what’s possible. Use weekly
meetings to share cognitive
stories with leadership. Don’t
limit the exploration to
Finance.
Create a list of opportunities
within Finance for cognitive
enhancements. The list will
grow over time as new
opportunities emerge. Don’t
forget to look at consumer
applications for ideas
Narrow the list and identify
candidates for adoption.
Keep the scope narrow, the
team small, and the risk low.
Focus on opportunities
where time-to-value is short.
Choose a specific use case
that can be tackled without
distracting the whole
organization.
Govern and track the impact
of each pilot. Replicate what
delivers results, and apply
lessons learned to successive
efforts.
Learn more Build a list Identify Pilot
projects
Pilot a project Scale what works
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 29Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 29
REMEMBER
Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 30Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 30
THE ONLY WAY TO DO IT...
… IS TO DO IT!
SIMON.LOGGHE@ML6.EU
+32 476 671 345
ML6.EU
@ML6TEAM

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02 simon logghe_ml6

  • 1. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 1Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 1
  • 2. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 2Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 2 ML6 AT A GLANCE Not only knowledgeable about Machine Learning, but defining the future of it 50+ Machine Learning Experts 10% of workforce fully dedicated to 3 funded ML Research tracks Premier Partner of Google Cloud since 2014 #1 fastest growing AI company in Belgium Equipping 20% of BEL 20 companies with cutting-edge ML 5 Offices, located in Belgium, Germany, UK and The Netherlands
  • 3. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 3 WE ARE RECOGNIZED BY GOOGLE AS A PREFERRED ML PARTNER (ML6 was previously called Datatonic) Best Google Cloud Platform Services Partner, 2015-16
  • 4. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 4
  • 5. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 5 AI IS AROUND SINCE THE 1950’S
  • 6. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 6 TRENDS
  • 7. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 7Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 7 WHAT HAS CHANGED? Large Datasets Better Models Lots of Computation
  • 8. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 8 The old, algorithmic approach “apple” “orange” “banana” IF (round) THEN IF (orange AND coarse) THEN “orange” ELSE IF (green AND smooth) THEN “apple” ELSE IF ... ... ELSE IF … “banana”
  • 9. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 9 Let the machine find the rules “apple” “orange” “banana” ?
  • 10. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 10
  • 11. “DATA IS THE NEW GOLD”
  • 12. We used to... ● Not trust banks ● Hide our money in the backyard ● Lose money due to inflation Currently we… ● Don’t trust cloud providers ● Keep our data on private servers ● Don’t fully use data potential
  • 13. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 13Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 13 INTELLIGENCE AT WORK IN FINANCE TODAY Machine learning is the ability of computer systems to independently improve their own performance by exposure to data, outcomes, and a feedback loop. Machine learning can detect patterns in vast volumes of data and interpret their meaning. Robotic cognitive automation is the rules-based automation of routine tasks combined with analysis of unstructured data and capabilities that mimic human learning and decision making. Natural language processing (NLP) is the ability of computer systems to decipher and understand text to engage humans with personalized information and service. NLP takes unstructured data and converts it into structured data to be used by other tools. Natural language generation (NLG) is an automation technology that generates narratives and commentary from structured data, e.g., commentary to accompany a monthly financial reporting package for executive audiences. Speech recognition is the ability to accurately transcribe and understand human speech. Machine Learning Robotic Cognitive Automation Natural Language Processing Natural Language Generation Speech Recognition
  • 14. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 14Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 14 FINANCIAL PLANNING AND ANALYSIS “What’s the price elasticity of demand in key markets? “ “Where does foreign currency exposure need immediate hedging coverage?” “Which business units are likely to miss plan?” “What’s my year-to-date sales in Asia Pacific vs. budget?” “What’s the full-year sales outlook vs. budget?” “Which departments have overspent or underspent, and in which cost category?”
  • 15. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 15
  • 16. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 16 “We will move from mobile first to an AI first world.” April 2016 - Sundar Pichai CEO, Google
  • 17. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 17
  • 18. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 18Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 18 INVESTOR RELATIONS PAIN Complex investor relations needs involving governance, reporting, and analyst communications. Activities that become mundane, repetitive, and time consuming for her team quarter after quarter, year after year SOLUTION Automate the production of earnings call preparation materials and analyst presentations Enhance management reports and executive dashboards with automated commentary.
  • 19. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 19Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 19 VISUALIZATION AS A KEY STEP
  • 20. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 20Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 20 ACCOUNTS PAYABLE PAIN Working manually through tens of thousands of vendor invoices, matching meticulously to purchase orders and receiving documents, and ensure that vendors are paid correctly and on time. SOLUTION Scan physical invoices and move electronically into a payables processing template, with only a few ever touched by human hands. Payables system will learn to recognize priority invoices, eliminate duplicate payments, and uncover fraudulent purchasing patterns. And for the 10 percent of payables transactions that require a person’s involvement
  • 21. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 21Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 21 WE BUILT OPTICAL OBJECT DETECTION FOR EANDIS IN 4 WEEKS
  • 23. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 23Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 23 RISK PAIN Expected to preside over a myriad of risks that could impact operational performance and financial results SOLUTION Scan financial transactions and systems to detect exceptions or anomalies. This detects risks in real time, informs impacted parties, and recommends ways to mitigate problems.
  • 24. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 24Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 24 ACCOUNTING PAIN Increases in the number of legal entities in far-flung geographies can make the closing process almost impossible to execute manually. Throw in different tax regimes and different accounting standards, and this “necessary evil” becomes a big pain in the neck. SOLUTION Account reconciliation speeds up the process of matching intercompany sales with intercompany costs of sales, making intercompany markup elimination faster and more accurate.
  • 25. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 25 PRODUCT RECONCILIATION
  • 26. Copyright © 2018 ML6. All rights reserved. ML6 Confidential Information | 26 Category Label Productsegment NON-ALCOHOLIC Productcategorie SOFT DRINKS Productsubcategorie REGULAR SOFT DRINKS Productdetailcategorie TONICS Brand SCHWEPPES ML_unit 1500 Article Description: “ SCHWEPPES AGRUM LIGHT 4X1.5L ” Random Forest Classifier Solution using Machine Learning Model OutputInput
  • 27. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 27 KNOWLEDGE MANAGEMENT For employees and teams For your organisation ▸ Get recommended personalized learnings, validated by colleagues ▸ Know who knows what, right when you need it ▸ Maximize knowledge collaboration, in the flow of work ▸ Up to date internal knowledge & skills map ▸ Maximize internal recruiting through data-driven skill insights info@uman.ai - www.uman.ai Supercharged knowledge sharing
  • 28. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 28Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 28 HOW TO GET STARTED If you haven’t done so already, create a small cross-functional team to help your organization understand what’s possible. Use weekly meetings to share cognitive stories with leadership. Don’t limit the exploration to Finance. Create a list of opportunities within Finance for cognitive enhancements. The list will grow over time as new opportunities emerge. Don’t forget to look at consumer applications for ideas Narrow the list and identify candidates for adoption. Keep the scope narrow, the team small, and the risk low. Focus on opportunities where time-to-value is short. Choose a specific use case that can be tackled without distracting the whole organization. Govern and track the impact of each pilot. Replicate what delivers results, and apply lessons learned to successive efforts. Learn more Build a list Identify Pilot projects Pilot a project Scale what works
  • 29. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 29Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 29 REMEMBER
  • 30. Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 30Copyright © 2019 ML6. All rights reserved. ML6 Confidential Information | 30 THE ONLY WAY TO DO IT... … IS TO DO IT! SIMON.LOGGHE@ML6.EU +32 476 671 345 ML6.EU @ML6TEAM