SlideShare a Scribd company logo
Modgen s.r.o.
Praha 2 – Vinohrady
Americká 177/35
PSČ 120 00, Czech Republic
www.modgen.net
CEO
Jan Černý
+420 724 919 638
jan.cerny@modgen.net
PREDICTION AND
RECOMMENDATION
PLATFORM
Delivering insights to business with artificial
intelligence, automation in hours.
Top data science team
Jan Černý
Pavel Kordík
Tomáš Řehořek
Tomáš Bartoň
Antonín Král
CEO / predictive modeling platform, AI
CSO / data preparation, meta-learning, optimization
CTO / recommender systems
Clustering, big data infrastructure
Computing, data streaming
20 years
machine learning
experience
BACKGROUND
Data streaming
infrastructure in
CERN
Experts in
Data mining
automation
GLOBAL PARTNERS
AUTOMATED RECOMMENDATION & PREDICTION PLATFORM
RECOMMENDATION PREDICTION
DATA AGGREGATION AND
PROCESSING
PRECISE PREDICTIVE
MODELLING
MACHINE LEARNING
ARTIFICIAL INTELLIGENCE
MACHINE LEARNING
ARTIFICIAL INTELLIGENCE
REAL TIME MODELLING
DELIVER INSIGHTS
DECISIONS WITHIN DATA
IN HOURS AND DAYS
PROPRIETARY FILTERS
AND BOOSTERS
USER TAILORED
RECOMMENDATIONS
WE CAN PREDICT & RECOMMEND
 CUSTOMER BEHAVIOR
 RISK
 CHURN
 UPSELL
 DELINQUENCY
 GLOBAL EVENTS
 STOCK TRADES
 SECURITY THREATS
and many others
 PRODUCTS
 MOVIES
 SONGS
 NEWS
 DOCUMENTS
 IMAGES
 ACTIVITIES
 PEOPLE
and many others
 Domain independent thanks to data tailored algorithms
 Easy to use application interface
 Model maintenance
 Scalable bigdata infrastructure
Our solution
TV show, VOD recommendation
PREDICTING CHURN FOR TELCO
Modgen predictor: 70% churn prediction accuracy
ALL CUSTOMERS
3000 REAL CHURNERS
1937 CHURNERS IDENTIFIED
BY MODGEN
77% improvement over optimized standard models
3000x better than their outdated model
Oil additives prediction from IR spectra
AREA WHERE MODEL HAS SUPPORT IN
THE DATA AND CAN BE TRUSTED
SUSPICIOUS
MODEL BEHAVIOR
IMPORTANT INPUTS (LIGHT GRAY STRIPES)
ANALYSIS OF INPUT
236/2128
97% average generalization performance!
White-box solution giving deep insights .
Personalized shopping experience
Universal recommendation solution for e-shops
Constructs customer profiles from click-stream
Unique real-time querying with model
updates, filtering and boosting capabilities
www.modgen.net
Pavel Kordík, Ph.D.
+420 604 499 078
pavel.kordik@modgen.net
We are looking for
partners and customers

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Mogden - Pavel Kordik

  • 1. Modgen s.r.o. Praha 2 – Vinohrady Americká 177/35 PSČ 120 00, Czech Republic www.modgen.net CEO Jan Černý +420 724 919 638 jan.cerny@modgen.net PREDICTION AND RECOMMENDATION PLATFORM Delivering insights to business with artificial intelligence, automation in hours.
  • 2. Top data science team Jan Černý Pavel Kordík Tomáš Řehořek Tomáš Bartoň Antonín Král CEO / predictive modeling platform, AI CSO / data preparation, meta-learning, optimization CTO / recommender systems Clustering, big data infrastructure Computing, data streaming 20 years machine learning experience BACKGROUND Data streaming infrastructure in CERN Experts in Data mining automation
  • 4. AUTOMATED RECOMMENDATION & PREDICTION PLATFORM RECOMMENDATION PREDICTION DATA AGGREGATION AND PROCESSING PRECISE PREDICTIVE MODELLING MACHINE LEARNING ARTIFICIAL INTELLIGENCE MACHINE LEARNING ARTIFICIAL INTELLIGENCE REAL TIME MODELLING DELIVER INSIGHTS DECISIONS WITHIN DATA IN HOURS AND DAYS PROPRIETARY FILTERS AND BOOSTERS USER TAILORED RECOMMENDATIONS
  • 5. WE CAN PREDICT & RECOMMEND  CUSTOMER BEHAVIOR  RISK  CHURN  UPSELL  DELINQUENCY  GLOBAL EVENTS  STOCK TRADES  SECURITY THREATS and many others  PRODUCTS  MOVIES  SONGS  NEWS  DOCUMENTS  IMAGES  ACTIVITIES  PEOPLE and many others  Domain independent thanks to data tailored algorithms  Easy to use application interface  Model maintenance  Scalable bigdata infrastructure Our solution
  • 6. TV show, VOD recommendation
  • 7. PREDICTING CHURN FOR TELCO Modgen predictor: 70% churn prediction accuracy ALL CUSTOMERS 3000 REAL CHURNERS 1937 CHURNERS IDENTIFIED BY MODGEN 77% improvement over optimized standard models 3000x better than their outdated model
  • 8. Oil additives prediction from IR spectra AREA WHERE MODEL HAS SUPPORT IN THE DATA AND CAN BE TRUSTED SUSPICIOUS MODEL BEHAVIOR IMPORTANT INPUTS (LIGHT GRAY STRIPES) ANALYSIS OF INPUT 236/2128 97% average generalization performance! White-box solution giving deep insights .
  • 9. Personalized shopping experience Universal recommendation solution for e-shops Constructs customer profiles from click-stream Unique real-time querying with model updates, filtering and boosting capabilities
  • 10. www.modgen.net Pavel Kordík, Ph.D. +420 604 499 078 pavel.kordik@modgen.net We are looking for partners and customers