https://speakerdeck.com/caddi_eng/caddi-recruit-202108 Company Overview https://speakerdeck.com/caddi_eng/company-overview Company Overview for Engineers https://speakerdeck.com/caddi_eng/caddi-the-letter-from-cto-to-all-the-engineer-applicants JA EN JA Speaker Deck Speaker Deck Speaker Deck Materials for understanding CADDi
manufacturing pipeline Next Challenges • Industry / Business Expansion • Global NEXT CHALLENGES 7 AI needed 2021 2020 2019 2018 Orders received 6 year-on-year Over times Composition Ratio % F E D C B A Expansion Proc. Type Steady expansion of processing types enables us to provide higher added value
Infomation Drawing Image Image Time Series Process Difficulty Selected Supply Partner Payment Delay Defective Infomation Inspection Information Quality Cost Deal Registration Opportunity Estimate Received Order Supply Partner Selection Estimate for supplier Receipt and Inspection Shipping Payment Sales Operation Purchase Operation
recognition accuracy • All written in Rust lang by “tract-onnx/rayon” Deep Learning from: Tech Talk slide for external audiences https://speakerdeck.com/caddi_eng/deiputoarugogatatuguwozu-mu-kiyadeitu-mian-jie-xi-falsetekufalserozinipo-ru-caddi 12 COLLABORATE “ALGORITHM” AND “MACHINE LEARNING” Extract candidates based on image processing algorithm and determination by Deep Learning
audiences https://speakerdeck.com/caddi_eng/deiputoarugogatatuguwozu-mu-kiyadeitu-mian-jie-xi-falsetekufalserozinipo-ru-caddi 13 NOISE REDUCTION MODEL Noise Reduction by U-Net • Improve recognition accuracy for all • Multi Expert Model • Make Visualizer for Human-in-the-loop
audiences https://caddi.tech/archives/3395 14 SIMPLICITY CLASSIFICATION / REGRESSION MODEL Example: base material classification • Pre-trained EfficientNetB0 • Annotated big data in CADDi Other: symbol detection, treatment classification and more ※Example Image Round bar
RECOMMENDATION PIPELINE Recommendation for manufacturing supplier • Utilize CADDi order and supply chain data Using • Vertex Pipeline • LightGBM Big Query predict vertex pipeline
2D Image Processing, Search, OCR • 3D Image Processing, 3D Deep Learning • Regression Cost/Risk/Difficulty • Use Camera/IoT Device Data Optimization • Distribution, Procurement Flow • Factories, Worksites • Manufacturing Transaction Machine Learning / Data Science • Demand Forecast, Inventory Management • Image Retrieval, Recommendation • Data Normalization, Translation, Make Database • Analysis of External Environmental Factors Drawing 3D data conversion Automatic estimation system Finance CAD design optimizati on Drawing and BOM managem ent ERP and accounting Web CAD CAM Material procure- ment Real-time ordering Production and delivery management Overseas procurement and distribution Catalog raw material procurement Smart factory and IoT Catalog part procurement Project management Logistics optimization Used machinery sales Ordering Global Platform