Kruti Mangal
New York,NY
Summary
- Software engineer with over 6 years of experience, specializing in building and deploying machine learning models, with a strong focus on generative AI and NLP. Proficient in Python and data analytics. Experienced in developing end-to-end AI solutions that drive business impact. Also skilled in leveraging GCP for scalable, cloud-based ML deployments.
Overview
7
7
years of professional experience
Work History
Software Developer
Sureskills (Remote from New York)
05.2022 - Current
- Benchmarked retrieval strategies for RAG systems; proposed and validated a hybrid keyword-embedding approach, increasing top-k relevant hits by 3% compared to the embedding-only method.
- Designed and implemented a CSV question-answering pipeline featuring automated SQL database creation, natural language query translation to SQL, and finally, SQL results to a human-readable response.
Programmer Analyst
Cognizant Technologies (Remote from India)
07.2021 - 04.2022
- Designed and maintained BigQuery databases and table schemas to support scalable data warehousing and analytics solutions.
- Developed and orchestrated DAGs in Apache Airflow using Google Cloud Composer to manage data pipelines across source, staging, and data mart layers.
- Implemented robust workflow scheduling and monitoring strategies within the Airflow framework to ensure reliable and timely data processing.
- Utilized SQL extensively to model data, create views, and support business intelligence, and reporting requirements.
Associate Software Engineer
Tudip Technologies(Pune, India)
11.2018 - 01.2021
- Developed Qwiklabs (provides real cloud environments) learning courses for Google Cloud Platform using Python, GCP Platform, Linux scripting, Deployment Manager, and Ruby.
- Implement tracking activity, often used in training programs, certifications, cloud APIs, and Ruby.
- Strong hands-on experience with Google Cloud services such as Compute Engine, App Engine, GKE, BigQuery, and Pub/Sub.
- Perform Bash scripting for Google Cloud Platform labs to test the lab status.
Education
Bachelor of Engineering Technology - Computer Science
Acropolis Institute of Technology And Research
05-2018
Skills
Programming & Tools: Python, SQL, Bash, Pandas, NumPy, Docker, Kubernetes, Flask, REST APIs, GCP services (Compute Engine, Vertex AI, GKE, BigQuery, Pub/Sub, Composer)
Machine Learning and Deployment: PyTorch, Hugging Face Transformers, vLLM, BERT, LLMs, Feature Engineering
Data Engineering and Visualization: PostgreSQL, MySQL, Elasticsearch, Redis, Matplotlib
Personal Machine Learning Projects
- Fine tuned sentiment classification for Amazon reviews leveraging BERT architecture, achieving 90% F1 score on public dataset.
- Trained BERT cross-encoder architecture for semantic similarity matching, achieving 89% F1 score.
- Developed an English-to-French translation system by fine-tuning a small LLaMA model on open-source data.
- Developed a neural network classifier for credit card fraud detection leveraging transaction feature engineering.
- Built a regression model for housing price prediction using property features and market data.
https://github.com/kruti09/ML-Projects
Affiliations
- Active participant of college coding club.
- Participated in various CodeChef's coding competitions.
- Cleared Google code jam qualification round.
Work Authorization
Authorized to work in the U.S. on L2 visa (no sponsorship required)
Timeline
Software Developer
Sureskills (Remote from New York)
05.2022 - Current
Programmer Analyst
Cognizant Technologies (Remote from India)
07.2021 - 04.2022
Associate Software Engineer
Tudip Technologies(Pune, India)
11.2018 - 01.2021
Bachelor of Engineering Technology - Computer Science
Acropolis Institute of Technology And Research
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