0 Projects completed
Hey there!
Javin means fast like a deer in Sanskrit so I have a fetal tendency to love football & fast-paced action 😄
I am graduate student from BITS Pilani, Goa.
My interests include Machine Learning, Natural Language Processing, Software development, Data Analysis & Computational Biology.
I love to dabble & tinker with hardware in my spare time.
0 Projects completed
Majoring in Electronics & Computer Science.
Courses: Data structures & algorithms, Machine Learning, Neural Networks & Fuzzy logic, Database Management Systems, Signals & Systems,
Microprocessors.
Research interests: Computational Biology, Healthcare analytics & Systems Biology.
Courses Taken: Biomodelling, Bioinformatics, Genetics & Nanobiotechnology
Majored in Computer Science, Mathematics, Physics, Chemistry, English & German.
Graduated
with 92.1% in grade 12th & 9.6 CGPA (91%) in grade 10th, IELTS(2019): 8/9
Managed high-intensity ML workflows using Kubernetes, AWS EKS, Sagemaker and Helm. Setup Cluster, Logging and Data Monitoring tools using Prometheus, Cloudwatch, Grafana and NewRelic. Constructed CI/CD pipelines using AWS EC2, Lambda, CircleCI, RDS, Github Actions and implemted Infrastructure as Code (IaC) using Terraform and Cloudformation. Reduced Monthly AWS bill by by $4000 using CloudTrail, Fargate, Glue and Athena insights.
Investigating the effects of vasoconstrictive medication on the outcome of patients. Analysing ICU data of over 40,000 patients from the MIMIC-IV database stored on BigQuery (Google Cloud Platform) to evaluate whether use of midodrine leads to any measureable benefit. We are using Targeted Maximum Likelihood Estimation for Causal Inference alongside other doubly robust estimation techiques. The cohort of 40,000 patients from over 27,000 was created using propensity scores calculated from Inverse Probability Treatment Weighting (IPTW) using superlearning library consisting of XGBoost, Multivariate Regression and Gaussian GBM. Currently implementing secondary anaylsis to validate primary analysis.
Set-up a permissioned Hyperledger blockchain for multi-organisational secure channel communication and data tranfer. Deployed network to computers on Local Area Network using Kubernetes for docker container management. The network configuarition consisted of creating multi-admins for hosting and endorsement policies for establishing member rules. Utilized CouchDB for ledger management. Integrated TLS encryption with endorsement policies for secure communication.
Created a dataset of 1000 images of normal & defective water bottles using Kaggle & image augmentation techniques. We fine tuned a transfer learning Mask-RCNN model for object detection & pixellib for image segmentation. We then created a CNN to classify the segmented water bottle image as normal/defective (as well as type of defect i.e Scratch or dent) with a 87.7% accuracy. A second CNN was created to detect the material of bottle (plastic or glass) with a 72% accuracy. The different models weights were saved as .h5 file using pickle & integrated into a single deep-learning model. Finally a web-app was created for cloud deployment of the model was created using Flask. Reduced monthly Quality analysis operation costs of the factory by Rs 12,000 (USD 160).
Developed an automated document search bot using AWS Lex for parsing user queries, Lambda for searching,ES(Elasticsearch) for indexing & S3 for storing documents in an AWS Cloudformation. Tested & debugged AWS services by making Postman API calls. Later, Developed a multi-purpose HR chatbot in Flask using Microsoft Bot Framework & Python (Waterfall Dialog) with key features like conducting polls, trivia games, leave application; automated deployment onto MS Teams, Slack, Facebook & Whatsapp using Azure's bot deployment API feature. Increased subscription model’s monthly revenue by over 12% to Rs 100,000 (USD 1400) after including the chatbot service.
Worked on developing an inventory Chatbot using RASA, an NLP framework in Python. Containerized bot using Docker & added API endpoint to Azure cloud. Deployed bot onto Microsoft Teams using Azure Cloud API. Developed REST API's for inter-bot communication & web scrapping techniques. Created custom filters for MS PowerBI for improving inventory search times using Node.Js & TypeScript & deployed custom filter into PowerBI. Developed 'measures' using DAX. Doubled the query resolution time from over 30 seconds, to on average 15 seconds for 10,000 search results.
Worked on transitioning Indian Council of Medical Research's(ICMR) Covid-19 data from MySQL to NoSQL database using python scripts. Explored Object Relational Mapping(ORM) techniques & worked on testing & debugging the system.
Part of the Life Detection Subsystem. Worked on Life Detection techniques for extinct & extant life using combination of Biosensors, Spectrometer & Chemical tests data combined with computational techniques like Image Processing & Machine Learning to improve detection accuracy. Involved in designing a Spectrometer for organic & inorganic molecule detection.
Involved in designing various robots. Worked to develop Klann & Jansen mechanism for robotic locomotion. Simulate motor design using MATLAB simulations. Worked on developing RRT* path searching algorithm for a GPS Navigation system for an autonomous delivery robot called Trotbot
Involved in writing articles & blogs about latest technologies and various tech event management & promotions.
Awarded first place in Computer Hardware category in techfest organized by DPS Dwarka's CORE out of 400+ students
Helped in organizing and conducting Code Wars, DPS Vasant Kunj with over 30+ schools and 500+ attendees
Recived 'good' and 'very good' score grades in German A2 & A1 exam levels respectively.
Awarded 2nd Place out of 400 students in RC build competition organized by IIT Bombay Techfest
Awarded 2nd Place out of 1000 students in National Wildlife Quiz organized by World Wide Fund(WWF)
List of projects completed by me!
Just some articles I wanted to write (and some I was forced to) Leave a clap and comment if you liked the articles! 😄
Do you sometimes get frustrated by Wifi Connected but no Internet? If so, give this small, 4min article on CSMA/CD Technology a read.
Read what goes on behind the software development scenes of an upcoming startup; building production ready Chatbots.
The three important D's that define me are: Dedicated, Disciplined and the most important D which is Dog Lover
New Delhi, India