– AUTOMATES ML MODEL RETRAINING PROCEDURES
– DEVELOPS AGILE AND POWERFUL SOLUTION PACKAGES
– MODULARIZES CD DETECTION AND ADAPTATION METHODS
– DISCOVERS CASE STUDIES OF PRACTICAL PROBLEM SOLVING

– INTEGRATES CI/CD COMPONENT WITH ML ARTIFACT STORE
– DESIGNS ML METADATA STORE TO LOG ML WORKFLOW TASKS
– FORMULATES AUTO-UPDATE SCHEDULER FOR MODEL SERVING
– AUTOMATES ML WORKFLOW PIPELINE VIA FULLER INTEGRATION

– ADVANCES ALTERNATING LEARNERS
– DEVELOPS WINDOW MERGING METHODS
– DESIGNS CORPORATE CONSULTING PROGRAMS
– COMMERCIALIZES AUTO-MODELING SOLUTIONS

– DETECTS CONCEPT DRIFTS IN DATA STREAMS
– DEVELOPS RETRAINING/REMODELING STRATEGIES
– IDENTIFIES UPDATE/REFERENCE/BUFFER PERIODS
– IMPLEMENTS ADAPTIVE MODEL UPDATE STRATEGIES

– ORGANIZES SERVICE DOCUMENTS AND CHECKLISTS
– MINIMIZES DOWNTIME FOR MACHINERY AND EQUIPMENT
– PROVIDES EQUIPMENT INSPECTION AND SERVICE SCHEDULES
– FACILITATES LONGER RUNTIMES AND HIGHER PRODUCTIVITY

– INVESTIGATE DYNAMICS OF AUDIENCE ENGAGEMENT
– PREDICT GROWTH OF COMPETING INFORMATION CHANNELS
– UNDERSTAND AUDIENCE SEGMENTS BY DEMO/GEO-GRAPHY
– CONNECT TRAFFIC SOURCES WITH MARKETING CAMPAIGNS

– REAL TIME QUALITY AND PROCESS MONITORING
– PREDICTIVE MAINTENANCE AND CONTROL AUTOMATION
– INTELLIGENT SENSING FOR YARN/SCREEN/FABRIC INSPECTION
– POSTPROCESSING DATA IN POLYPROPYLENE SYNTHESIS PROCESS

– SALES ASSISTANCE  AND TARGET-SETTING SYSTEMS
– SUSTAINABLE PROCESS MONITORING SYSTEMS
– SERVICE PACKAGE RECOMMENDER SYSTEMS
– COMMERCIALIZED DX SOLUTION PACKAGES

– HUMAN RESOURCE DEVELOPMENT SOLUTIONS
– PROCESS MONITORING & CONTROLLING SOLUTIONS
– ROBOTIC PROCESS AUTOMATION SOLUTIONS
– SOLUTION PRODUCTS AND CONSULTING SERVICES

– ESTIMATING LOSS/RETENTION RATIO FOR RISK ASSESSMENT
– RECOGNIZING HIDDEN PATTERNS IN APPLICATIONS & CLAIMS
– DISCOVERING NICHE SEGMENTS WITH ADAPTIVE PACKAGES
– REINFORCEMENT LEARNING ON FOREGONE TRAINING DATA