Ravi Prakash Email & Phone Number

New Delhi Area, India

Gurgaon, India

Project: Customer Life Cycle Management (Banking client)Objective: Develop a model which predicts whether an account is going to dormant or not in 3 months, analyse and report 360° view of customers in a country Explored different models (logistic regression, random forest, lightGBM) to predict a dormant account Pulled multiple datasets and performed data cleaning and data preparation by missing value imputation, outlier detection etc. in SAS Generated feature via feature… Show more Project: Customer Life Cycle Management (Banking client)Objective: Develop a model which predicts whether an account is going to dormant or not in 3 months, analyse and report 360° view of customers in a country Explored different models (logistic regression, random forest, lightGBM) to predict a dormant account Pulled multiple datasets and performed data cleaning and data preparation by missing value imputation, outlier detection etc. in SAS Generated feature via feature engineering to increase the accuracy, did feature selection to control model overfitting Tried up sampling, down sampling, different performance metrices, k-fold cross validation etc. to handle class imbalance present in final dataset Responsible for a country level CLM report, written automated SAS, SQL codes for final CLM dataset and client adhoc requests Show less

Gurgaon, India

Project: Automated Renovation Plan Scheduling Tool Objective: Develop an excel tool which generates a retail store’s optimized Renovation Scheduling Plan in a Gantt chart format- Responsible for back-end strategy, designing and implementing business rules into data rules and solely handled the python programming end of the project- Studied and explored various optimization techniques like Particle Swarm Optimization, Nonlinear optimization etc. Developed a heuristic algorithm to… Show more Project: Automated Renovation Plan Scheduling Tool Objective: Develop an excel tool which generates a retail store’s optimized Renovation Scheduling Plan in a Gantt chart format- Responsible for back-end strategy, designing and implementing business rules into data rules and solely handled the python programming end of the project- Studied and explored various optimization techniques like Particle Swarm Optimization, Nonlinear optimization etc. Developed a heuristic algorithm to solve the problem- Coordinated with on shore team to design various constraints and controls of scheduling, made continuous updates in the code structures based on the client feedbacks - Developed a python package with python modules, followed best coding practices (PEP8) and version control of codes, handled python-excel integration - Final output reduced the scheduling time to 7 minutes which earlier used to take 5 resources for 5 weekdays Show less

Bangalore

-Deployed micro controller-sensor infrastructure for industrial monitoring of milkindustry silos-Devised a Raspberry Pi based IoT gateway through local Wi-Fi based sensor networkfor efficient Machine to Machine communication using embedded C-Conceptualized API based web and mobile application for remote monitoring