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CREA pro AI2future presentation

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Introducing AI to business processes in EKWB company.

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CREA pro AI2future presentation

  1. 1. Use of Artificial Intelligence in a Manufacturing Company Uroš Valant Using Machine Learning in EKWB company
  2. 2. 1 Data Scientists • CREA pro - Founded in 2010 as a consulting company • Specializes in Performance Improvement, Business Process Optimization & Data Science • Already 15+ successful projects in the field of data science • Combining business & technology expertise • Experts in the productive application of R • Using different data science platforms 2016 NLB 2017 NLB EKWB TEKSTINA 3DVA SBERBANK ADDIKO T2 BUDAPEST BANK RAIFFEISEN BIH NLB SRBIJA SBERBANK SRBIJA 2018
  3. 3. 2 The Client • EK Water Blocks – EKWB • The premium CPU and GPU liquid cooling manufacturer • The most renowned supplier of high-end premium quality liquid cooling products • 67% growth in the last two years – 20+ million Euro business Why AI? • Vision of their management – the use of future technologies • Control the growth • The goal – AI as integral part of daily business
  4. 4. 3 € The Project Sentiment analysisSales prediction Recommendation system AI assisted management reporting First phase • Upgrade of first four models • Production planning optimization • Production stock optimization Second phase • Out of stock prevention in sales • AI in HRM department • Dynamic pricing
  5. 5. 4 Sentiment Analysis – The Scraper • Special application which harvests text and messages from tech forums and websites • Runs on the daily basis – scraper as a service • Extracts texts, clears them and stores them in the database • Text pre-production, meta data • Tokenization I have a MLC 360 on my Predator 360 prefilled 1080 Ti GPU block and my CPU on my Predator 360 on separate loops. I'm disappointed the pump doesn't have a standalone PWM header to control the pump alone. It seems to be integrated with the fans.
  6. 6. 5 Sentiment Analysis – The Core • We conduct the sentiment analysis two times – Every post from the forum – For each word from the post • Syuzhet Package and Stanford dictionary + - + - WEB CONTENT TOKENIZATON RECORD SENTIMENT ANALYSIS WORD EXTRACTION WORD SENTIMENT ANALYSIS WORD CLOUD
  7. 7. 6 Sentiment Analysis – The Usage • Web Application • Word cloud presentation • Features: – Filters – Search – Links to original posts – Alerts – Sentiment adjustment – Words statistics
  8. 8. 7 Sales prediction • Forecast integrated in BI reporting • ARIMAX method • Comparison with the real time situation • Granularity – single product • Extra events included ( GPU launches, Black Friday, X-mas) • Trend prediction
  9. 9. 8 Interactive dashboard • Sales predictions for expert users • Sales, procurement and production • Product group lifetime • Long-term forecast • B2B and B2C
  10. 10. 9 Trickle down effect • Sales forecast – the top predictive model • Influence: – Production • Planning optimizaton – Stocks • Minimal stock requrements • Out of stock prevention – Procurement • Production stock optimization SALES FORECAST PROCUREMENT STOCK OPTIMIZATION MINIMAL STOCK PRODUCTION PLANNING
  11. 11. 10 Where are we now? • Recommendation engine – 60% of sales is conducted through the webshop – Market basket analysis in the first stage (batch) – Collaborative filtering in the future (near real time)
  12. 12. 11 Our major references in AI
  13. 13. CREA Pro d.o.o. Ukmarjeva ulica 6 1000 Ljubljana T: +386 (0)590 74 270 info@creapro.ai Uroš Valant uros.valant@creapro.ai

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