Arpan Pain
Software Engineer 2
Bengaluru
Summary
Experienced in Python and deep learning, specializing in low-level design and data structures for developing robust automation systems. Proficient in leveraging advanced algorithms to streamline processes and enhance efficiency.
Overview
7
7
years of professional experience
5
5
Certifications
2
2
Languages
Work History
CI/CD Pipeline Automation
Dell Technologies
Bangalore
09.2022 - Current
- Worked in python and docker to design & develop and maintain automation workflow for unit test & functional test to enhance quality of the product. Involved in developing an automation workflow to test a scale-out filesystem architecture in a containerized way. Created AI agents using multi armed bandit algorithm to rerun tests trained on previous rerun data.
- Effect – Desktop Unit test is hands free and achieving 99.9% on release branches without manual intervention. Over 72k tests are running in a day.
- Infrastructure Solutions as a Service - Redesigning existing CI/CD pipeline to incorporate runs based on micro build images using Kafka topic queues.
- Effect – Work in progress.
- Data Engineering Service – Designing a robust data pipeline to collect raw log output from test endpoints, converting logs in vector embeddings to search in vector space.
- Effect – Work in progress.
RPA Dashboard
INFOSYS LTD.
01.2019 - 09.2022
- Working on NLP model using GRU based RNN to optimize Devop of RPA bots management, indicating criticality of code change with 82.35% accuracy on test data. The model is used on dashboard to identify robots that are marked with critical.
- Effect – Reduced support team size & monitoring efforts.
- Supply Chain Truck Load allocation – Allocating supply requests and previous pending requests to required dates and allocate truck loads for different customers. Used Data Structures on all allocation requests and used round robin resource allocation such that no customer wait for their orders for longer time and incorporated all orders with given truck size and truck availability by end of the month. Used python script, pandas dataframe to generate reports for validation.
- Effect – Reduced 18 hours of manual efforts in each month.
- Credential Manger Password update- Generate password with particular criteria required in SAP and reset password every month also update password in Automation Anywhere Control room using control room API. Used python request module REST API.
- Effect- Reduced monitoring efforts.
- Monitor & deploy automation on failure -Monitor control room and deploy automation on failure and required to restart. Used python request module to use REST API of automation anywhere and redeploy robots which are required to and has not already been deployed by support team. Also gather unique failure records for production automation to train NLP model on criticality of error from error messages.
- Effect – Reduced monitoring efforts and helped to create cost effective RPA environment.
- Automation Developer- Developed BluePrsim solution to redeploy processes and restart automations on failure. Worked on various automation solutions as a part of automation COE team.
Education
Masters of Technology - Artificial Intelligence & Machine Learning
Birla Institute of Technology And Sciences, Pilani (WILP)
Rajasthan 04.2001 -
B.Tech. - Computer Sc. & Engg
Govt. College of Engg & Textile Tech
01.2014 - 01.2018
XII - WB State Board
Mahesh SriRamkrishna Ashram
01.2013 - 01.2014
X - WB State Board
Mahesh SriRamkrishna Ashram
01.2011 - 01.2012
Skills
Deep Learning
Data Structures
Design & Analysis of algorithm
Deep Learning
Deep Reinforcement Learning
Hyperparameter optimisation
NLP
Low Level Design
Probability & Statistics
Python
Scala
TensorFlow
Keras
selenium
Certification
Introduction to computer science & programming using python (MITx)
Course Projects
- Object detection on image data, Used Resnet model to identify box width box height of object and classify objects using softmax regression.
- Facial recognition, Used one shot algorithm and triplet loss method on Resnet model to recognize person from actual anchor image and input image.
Timeline
CI/CD Pipeline Automation
Dell Technologies
09.2022 - Current
RPA Dashboard
INFOSYS LTD.
01.2019 - 09.2022
B.Tech. - Computer Sc. & Engg
Govt. College of Engg & Textile Tech
01.2014 - 01.2018
XII - WB State Board
Mahesh SriRamkrishna Ashram
01.2013 - 01.2014
X - WB State Board
Mahesh SriRamkrishna Ashram
01.2011 - 01.2012
Masters of Technology - Artificial Intelligence & Machine Learning
Birla Institute of Technology And Sciences, Pilani (WILP)
04.2001 -