Lecture "Applied data science: Application" includes content: digital transformation, data science lifecycle, data science application, . We invite you to consult! | Applied Data Science Sonpvh 2022 1. Introduction 8. Validation 2. Application 9. Regularization 3. EDA 10. Clustering 4. Learning Process 11. Evaluation 5. Bias Variance TradeOff 12. Deployment 6. Regression 13. Ethics 7. Classification 1 DIGITAL TRANSFORMATION PROCESS CURRENT INDUSTRY BUSINESS 2 87 of data science projects never make it into production VentureBeat AI 2019 PEOPLE THINK AI WILL 4 DESTROY THE WORLD 85 of big data projects fail Gartner 2017 5 AND ACTUAL IS Through 2022 only 20 of analytic insights will deliver business Gartner 2019 6 outcomes 3 ADAPTAPILITY LACK OF TALENTs WRONG PROCESS 4 Can you help me predict user demand I have this data can you predict that label I want to sell milk for pregnant on ZingNews can you predict pregnant one Real Estate Bank research . I applied model on relevant product why not work Our AI is smarter than 5 We have computer vision NLP social analysis AR VR on this Build their own platform 2025 2018 Data amp AI 2010 Mobile - IoT Use the right platform 2000 Internet - web Digital Transformation Digitalization Digitization 6 From digitization through digitalization to digital transformation Dobrica api-and-digitization-digitalization-and-digital-transformation Amancio 2019 3 7 Savic 2019 1 Target of digital transformati on 1. Data which 1. Smart 2. Privacy Regulatory could be utilized 3. Comercialize Added value Target of digital transformation Extra Target of Data Business Roadmap to the digital transformation of business models Src Digital Transformation now Guiding the Successful Digitalization of Your Business Model D. R. A. Schallmo C. A. Williams 2018 8 8 MARKET Business Problems Important Data collection CUSTOMER Label definition Difficult COLLEAGU Modeling Label collection Costly Es Evaluation Evaluation strategy Need a lot of experiences Deployment Data collection amp preparation amp Time Modeling 20 time but everyone talk about this Offline amp Online Validation Pray
