Mogden - Pavel Kordik
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Transcript of Mogden - Pavel Kordik
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 [email protected]
PREDICTION AND RECOMMENDATION
PLATFORM
Delivering insights to business with artificial intelligence, automation in hours.
Do not work for the data, let the data work for you!
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3000x better than their outdated model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
We are looking for partners and customers
Do not work for the data, let the data work for you!