Playing Cricket
Renuka Rajendra B
Senior Data Scientist
Summary
Research scholar and Certified data science professional with 11+ years of experience in statistical and predictive modeling, data analysis, and visualization. Mentor and engineer with expertise in applying data science algorithms to various business problems.
Overview
14
14
years of professional experience
8
8
years of post-secondary education
1
1
Certification
3
3
Languages
Work History
Senior Manager
Genpact India Pvt Ltd
Bangalore
03.2022 - Current
- Working with the LDT aiLab team in Genpact India, Responsible to provide data science and analytical solution to Fortune 500 clients and guide internal teams across the organization
- Solutions that include predictive model development, research and solution approach designing and planning, and stakeholder management. The projects carried out during my tenure as follows.
- Paid on-time analytics: This project was carried out for the accounts payable process, in which we need to predict whether the invoices will be paid on time Have led the project, designed & delivered and the solution as a predictive model that has boosted the vendor satisfaction score by 32%.
- Mailbox management: A text analytics use case using, a system that can categorize emails according to the content of the mail
- As a product manager, we have analyzed and designed a solution using state-of-the-art NLP techniques that generate sentiment scores and classify the emails to the respective folders
- Multistore sales forecasting: Project was aimed to forecast for multiple stores and departments in one go, we used the cutting- edge transformer method to build the forecasting model for a fortune 500 company this project, I worked in the capacity of a solution architect
- Supply Chain Management Project In this project, our role is to design the use cases for di erent components of SCM like Demand planning, forecasting, Inventory management, Logistics, and distribution We use advanced ML and DL techniques to solve those use cases.
Senior Consultant
NTT data Global Delivery Services Pvt Ltd
Bangalore
11.2021 - 03.2022
- Demand Estimate Project :The main aim of this project is to forecast the sales and demand of products in a particular time period, the project uses Time series modeling concepts like Arima and Sarima, My task is to build a better model for sales forecasting.
Project Intern
iNeuron India Pvt Ltd
Bangalore
01.2021 - 11.2021
- Students-Friendly Chatbot: The project is to build a student's friendly AI chatbot, The student wants to get some information about queries, he can register to our chatbot, it provides the best results depending on the input like text or speech, the project is implemented using tensor ow, NLP modules (Distill Bert) in the python programming language
- Roles and Responsibilities :
- Have been playing the role of Delivery Project executive, taking care of overall project handling
- Involved in the HLD and LLD of the project
- Enabled the project to run in an Agile delivery model
- Technology Stack: Python, MongoDB, Distill Bert Model, ELMO model, Pycharm, HTML/CSS
- Output: A chatbot with easy UI for query resolutions using text or speech
- Hand Detection in Shredder Machine: A Shredder machine is used to crush or destroy the metals in the industry, Usually, it is operated by Humans, if there is a small mistake in moving the metal to the machine, causes severe injury to the hands, The main task is to detect the hand crossing the safety lines of the shredder machine If the hand crosses the safety line, it raises the alarm, the shredder machine will be turned. Technology Stack : Python,TensorFlow ,Keras ,cv2 Output: List of bounding boxes around the hand, two lines will be displayed blue and red, if the hand crosses the red line, raises the alarm.
ASSISTANT PROFESSOR
JSSATE BANGALORE
Bangalore
02.2013 - 11.2021
- Used variety of learning modalities and support materials to facilitate learning process and accentuate presentations.
- Collaborated with faculty members on Data science projects.
- Established research agenda in Data science field to publish in peer-reviewed journals.
- Performed research to serve as basis for academic writing for publication.
- Created materials and exercises to illustrate application of course concepts.
- Helped struggling students by providing support outside of classrooms and consistently checking in on progress.
Assistant Professor
RLJIT
Bangalore
02.2011 - 02.2013
- Improved operations through consistent hard work and dedication.
- Participated in continuous improvement by generating suggestions, engaging in problem-solving activities to support teamwork.
Project trainee
Kyocera wireless India pvt ltd
Bangalore
06.2008 - 08.2009
- Participated in creation and maintenance of project tracking tools, verifying clear communication of inherent expectations and responsibilities.
- Assisted in assembling project documentation for project manager, confirming inclusion of data and preliminary information.
- Shadowed senior team members to learn all related jobs and tasks.
- Participated in on-the-job training, working closely with supervisors and coworkers and asking appropriate questions.
- Designed and executed ns2 scenarios for LTE technology,contributed to multi-disciplinary project aimed at developing mobile network for 4G.
Education
Ph.D - Deep Learning
Amrita VishwavidyaPeetham
Bangalore 11.2020 - Current
Master of Technology - Computer Science and Engineering
UBDT College of Engineering
Davangere 08.2007 - 08.2009
Bachelor of Engineering - Information Science and Engineering
Kalpataru Institute of Technology
Tiptur 08.2000 - 08.2004
Skills
Python
GitHub Actions
Machine Learning
NLP
Scikit-Learn
Kafka
AWS
MLops
IDE: Pycharm and VS code
DVC protocol
R Programming Language
Computer Vision
SQL
Accomplishments
- Competed Dataiku core designer certificate, valid up to December 2023.
- Published research papers in reputed journals like IEEE and Elsevier
- Maintained a Good Academic record
Certification
Dataiku Designer certification
Publications
I published different technical papers in leading International conferences and Journal's, the details are given below:
- A Novel approach to detect and predict DoS attack using deep learning Algorithms for the network data.
Prediction of Length of the Next CPU Burst in SJF Scheduling Algorithm using Dual Simplex Method" published in IEEE conference
ICCTET'14. - An Improved Approach to Maximize the Performance of Disk Scheduling Algorithm by Minimizing the Head Movement and Seek
Time using Sort Mid Current Comparison (SMCC) Algorithm" published in procedia computer science Elsevier 2015. - An improved approach to minimize context switching in round-robin scheduling algorithm using optimization techniques,
published in International Journal of Research in Engineering and Technology. Vol.3, Issue 4 (April-2014). - Published paper "An input enhancement technique to maximize the Performance of page replacement algorithms" in International
Journal of Research in Engineering and Technology. EISSN: 2319-1163. - An improved approach to avoid indefinite blocking/starvation in priority scheduling algorithm using optimization techniques in ERCICA 2014.
Interests
Listening songs
Cycling and Trekking
Timeline
Senior Manager
Genpact India Pvt Ltd
03.2022 - Current
Dataiku Designer certification
12-2021
Senior Consultant
NTT data Global Delivery Services Pvt Ltd
11.2021 - 03.2022
Project Intern
iNeuron India Pvt Ltd
01.2021 - 11.2021
Ph.D - Deep Learning
Amrita VishwavidyaPeetham
11.2020 - Current
ASSISTANT PROFESSOR
JSSATE BANGALORE
02.2013 - 11.2021
Assistant Professor
RLJIT
02.2011 - 02.2013
Project trainee
Kyocera wireless India pvt ltd
06.2008 - 08.2009
Master of Technology - Computer Science and Engineering
UBDT College of Engineering
08.2007 - 08.2009
Bachelor of Engineering - Information Science and Engineering
Kalpataru Institute of Technology
08.2000 - 08.2004