Lead ML Engineer ( MLOps | NLP ) @ Calance | Ex-EY | IIT Kharagpur
5 Years of Experience
Gurugram, Haryana, India
+91 9**********
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Not Available
I’m a Lead Machine Learning Engineer with 4+ years of work experience in an early-stage start-up environment. Being an early member of a start-up, I got immense exposure to product development, Machine Learning, and software engineering. This is where I fell in love with taking sole ownership, building, and delivering quality solutions that create a bottom-line impact. While building products from scratch at Spotmentor technologies, I got an opportunity to work on web scraping and NLP problems involving Information retrieval, Semantic Textual similarity, Named Entity Recognition (NER), text classification, etc., Building prototype models and using models in production are entirely different things. I designed and developed scalable MLOps architecture, data-pipelines and tested them end-to-end. Tech stack: Python, AWS, Docker, Jenkins, Helm, Kubernetes ML / NLP stack: SpaCy, DeepPavlov, BERT, Keras, Data Mining, Data Visualization MLOps stack: MLflow, Airflow Database: MongoDB, SQL Databases Web scraping Stack: Scrapy, BeautifulSoup, Selenium
Calance, IT Services & Solutions, Information Technology & Services
EY
EY
Calance, EY, EY, Spotmentor Technologies Pvt. Ltd.
Job Title : Lead Machine Learning Engineer
Company name : Calance
Period : March 2022 - Present
Summary : • Working on extracting information from clinical reports and scoring them.
• Involved in building capabilities across multiple teams in the organization.
• Deployed machine learning models on AWS Lamda using a serverless framework.
• Deployed Airflow on Kubernetes cluster using Helm and developed ETL orchestrating pipelines.
Location : Gurugram, Haryana, India
Job Title : Senior Machine Learning Engineer
Company name : EY
Period : July 2021 - March 2022
Summary : • Recruited, trained, and lead a team of 5 data scientists
• Created Jenkins parametrized declarative pipeline to run the machine learning projects.
• Created Jenkins pipeline to deploy stage-specific models on AWS SageMaker based on a python script.
Location : Gurugram, Haryana, India
Job Title : Machine Learning Engineer - II
Company name : EY
Period : February 2020 - June 2021
Summary : • Designed and developed complex ETL-orchestrated workflows using Airflow (Scheduling DAGS,
connecting with multiple databases, fetching data from APIs, and data transformations).
• Designed, and developed a scalable MLOps architecture (Tracking, Projects, Models, and Registry)
using mlflow to productionize all the machine learning projects.
Location : Gurugram, Haryana, India
Job Title : Machine Learning Engineer
Company name : Spotmentor Technologies Pvt. Ltd.
Period : September 2018 - February 2020
Summary : • Developed a custom scraping framework for extracting data from the web using Scrapy.
• Developed a skills extraction engine from job descriptions and resumes with 88% accuracy,
allowing us to create better-personalized learning & assessment paths for an individual.
• Developed a content mapping algorithm to predict relevant learning content for the skills.
• Created a deduplication algorithm to eliminate duplicate skills from the skills dictionary.
• Implemented caching techniques for retrieving quick responses from skills extraction engine API.
• Dockerized and deployed multiple machine learning models as REST APIs using Flask.
Location : Gurugram, Haryana, India
Title : Learn BERT - most powerful NLP algorithm by Google
Period : February 2021 - Present
Summary : ude.my, http://ude.my/UC-2f08b39b-8a09-465a-9c11-798fd22b0086
Issuing Authority : Udemy
Title : Deep Learning Fundamentals
Summary : cognitiveclass.ai, https://courses.cognitiveclass.ai/certificates/f0597ef830a9445686b54765a9b1005f
Issuing Authority : IBM Cognitive Class
Title : Deep Learning with TensorFlow
Summary : cognitiveclass.ai, https://courses.cognitiveclass.ai/certificates/0edb251eeb2c48dd927b1d7986a31b59
Issuing Authority : IBM Cognitive Class
Title : Intro to python for Data Science Course
Summary : datacamp.com, https://www.datacamp.com/statement-of-accomplishment/course/0446af45b5fd683076b18c2f16e04474c15145d1
Issuing Authority : DataCamp
English (Professional Working), Hindi (Professional Working), Telugu (Native Or Bilingual)
Award : Gold in Inter Hall Hockey
Issuer : Technology Student Gymkhana , IIT Kharagpur
Date : 4 2017
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