Speaker Profile
Satish Kumar Tumu, Principle Consultant
Concept QA Labs
About
Qualifications:Masters (Reliability Engineering.) from IIT Kharagpur, India
PGP in AI&ML (BITS, Philani)
Professional Credentials:
•SCAMPI Lead Appraiser V2.0 for Services (Certified)
•SCAMPI Lead Appraiser for Development V2.0 (Certified)
•CMMI Instructor (DEV, SVC)
•CSQA
•Certified ISO 27001:2013 Lead Auditor
•Certified ISO 20000-1:2011 Lead Auditor
•Certified ISO 9001 Lead Auditor
•Six Sigma Master Black Belt
•Certified Scrum Master
Professional Experience:
30 Years in Software & Systems design, development, Process Consulting, trainings and appraisal services
200 + SCAMPI A appraisals and 100+ CMMI Introduction courses
SPEAKER PRESENTATION
Conference Track: High Maturity
CMMI High maturity involves extensive process data analysis for understanding the behavior of process performance with respect to achievement of set targets and management of processes towards improvement of the performance. Implementing CMMI high maturity using legacy tools and techniques often posed a big challenge in terms of quality of data, its analysis and validity of results. This presentation exemplifies a software engineering process dataset with the usage of open source python libraries for data wrangling techniques, data quality analysis, with feature engineering techniques and process performance models implementation with regression, classification and monte-Carlo simulation.