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DS 03 - Calyps - Qlik - Advanced analytics and deep learning

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DS 03 - Calyps - Qlik - Advanced analytics and deep learning

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DS 03 - Calyps - Qlik - Advanced analytics and deep learning

  1. 1. 2 Finances DRG PlanificationERP since 2010 since 2017 since 2017
  2. 2. 3   
  3. 3. 4 Corporate Reporting Data Preparation • Prompts • Static Output • Table / List Guided Analytics • Dashboard • Selection • Linkage • Benchmarking • Trends • Growth • Anomaly • Bar / Line Chart Ad-hoc Analysis • Data Export • Filtering • Sorting • Pivot Table Data Visualization • Data Load • Associations • Aggregations • Stories • Frequency Advanced Calculations • Set Analysis • Subtotals • Rolling Aggregation • Classification • Segmentation • Scripting • Data Generation • Randomization • Relative Time Statistics/ Algorithms • Distribution • Regression • Forecasting • Correlation • Clustering • Histogram • Box Plot • Sentiment Modeling / Mining • Sampling • Decision Trees • Time Series • Text Mining • Neural Nets • Random Forests Scenario Analysis • Ensemble Models • Factor Analysis • Monte Carlo Descriptive Diagnostic OptimizationPrescriptivePredictive Advanced AnalyticsVisual AnalyticsBI / Reporting Consumers Producers + Advanced Analytics Integration Business User Data ScientistBusiness Analyst
  4. 4. 5 vs. Qlik’s Associative EngineQuery-Based Tools  All your data  Explore without boundaries  Speed of thought  Unexpected insights x Partial subsets of data x Restricted linear exploration x Slow performance x “Ask, wait, answer” cycle
  5. 5. 6    
  6. 6. 7   Model Creation Governance & Oversight Data Selection Basic Parameterization Result Generation Result Presentation Action Steps Data Acquisition Data Preparation Advanced Parameterization Automated Model Selection Business AnalystData Scientist Business User
  7. 7. 8     Etc..
  8. 8. 9 1 User interacts with app, making a selection or a search 2 Hypercube recalculated by QIX Engine to the new context 3 In-context data and script sent to external engine 4 External engine runs and sends results to QIX engine 5 QIX engine combines hypercube with new data 6 Combined hypercube Is visualized for the user in the app
  9. 9. 10 Manufacturing & High Tech • Demand Forecasting • Quality & Machine Breakdown • Warranty Analytics Healthcare • Patient Admission Forecasting • Readmission Analysis • Clinical Outcomes Communications • Customer Segmentation/Churn • Quality/Process Control • Next Best Offer/Action Financial Services • Credit Risk Analysis • Loan Default • Fraud Detection Public Sector • Crime Prevention • Transportation Optimization • Recidivism Retail & Consumer • Market Basket Analysis • Retail Store Selection • Product Recommendation Energy & Utilities • Customer Churn • Proactive Failure • Peak Demand Life Sciences • Territory Alignment • Campaign Management • Drug Discovery & Effectiveness
  10. 10. 11 Thanks to deep learning algorithms it is now possible to optimise surgery scheduling while reducing wasted time and optimising operational performance Clustering & Propensity Correlation & Classification Trending & Regressions Deep learning & Monte Carlo Healthcare

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