Prerna Arya

Data Scientist

Bengaluru, Karnataka, India0 mo experience
AI EnabledAI ML Practitioner

Key Highlights

  • Expert in Natural Language Processing and Generative AI.
  • Proven track record in developing scalable ML models.
  • Strong foundation in data analysis and visualization.
Stackforce AI infers this person is a Fintech-focused Data Science Engineer with expertise in AI-driven solutions.

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Skills

Core Skills

Natural Language ProcessingGenerative AiMachine LearningData ScienceData Analysis

Other Skills

Agentic AIAmazon Web Services (AWS)Analytical SkillsArtificial Intelligence (AI)C++CI/CDCNNCascading Style Sheets (CSS)Cloud ComputingCode ReviewCommunicationComputer ScienceComputer VisionConvolutional Neural Networks (CNN)Corporate Communications

Experience

0 mo
Total Experience
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Average Tenure
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Current Experience

Finacplus

2 roles

Data Scientist

Jan 2025Present · 1 yr 3 mos · On-site

  • Developed an OCR-based information extraction system for financial documents using GenAI and document layout analysis, enabling accurate parsing of unstructured data.
  • Built a GenAI-powered tool for automated unit test generation using LLMs and LangChain, supporting multiple languages including Node.js, React, TypeScript, and Python.
  • Implemented context-aware prompting and retrieval techniques to enhance code understanding and accuracy of generated test cases.
  • Leveraged state-of-the-art coding LLMs to generate robust, production-grade unit tests, reducing manual testing effort and improving code quality.
GenAIdocument layout analysisOCRLLMsLangChainNatural Language Processing+1

AI/ML intern

Jul 2024Jan 2025 · 6 mos · On-site

  • Created a classification model by incorporating the Random Forest algorithm. Improved accuracy by integrating NLP-based methods, specifically utilizing XLNet model embeddings for enhanced performance.
  • Implemented machine learning models to replace manual workflows, significantly improving speed and accuracy.
  • Leveraged large language models from quantization to deploying them to optimize the workflow.
  • Developed a multi-retrieval based RAG model to create QnA based assistance for business crucial documents.
  • Applied advanced NLP techniques to improve existing classification models, resulting in scalable solutions and reduced operational costs.
  • Worked on Generative AI approaches to be integrated with Finance workflow.
  • Agentic AI : Developed a Chatbot using SQL agent in langchain incorporating it with Google Bigquery.
  • Seamlessly deployed models by integrating CI/CD pipelines on Google Cloud Platform (GCP), ensuring efficient model lifecycle management with MLflow.
Random ForestNLPXLNetGenerative AIGoogle Cloud PlatformCI/CD+2

Suse india

Female STEM Mentoring Program

Aug 2023Sep 2023 · 1 mo · India · Remote

  • Gained valuable real-world tech industry insights beyond college learning.
  • Enhanced networking skills through interactions with professionals.
  • Empowered to excel personally and professionally with mentor guidance.
  • Improved communication and writing skills significantly.
  • Learned industrial knowledge, work ethics, and task optimization from start to finish.

Edureka

Data Science Intern

Jun 2023Sep 2023 · 3 mos · India · Hybrid

  • Achieved proficiency in Python and SQL, building the foundation for advanced data manipulation and analysis.
  • Developed and implemented end-to-end machine learning and deep learning models including logistic regression, k-means clustering and image processing enhancing expertise in model training, tuning, and evaluation.
  • Explored and analyzed business data using Tableau to create insightful visualizations, enabling data-driven decision-making.
  • Applied skills on real-world business datasets, gaining experience in data cleaning, feature engineering, and deriving actionable insights.
PythonSQLTableauData Science

Tata group

Data Analyst Intern

Nov 2022Feb 2023 · 3 mos · online · Remote

  • Acquired experience working with large datasets, applying statistical analysis to derive actionable insights.
  • Cleaned and preprocessed raw, unstructured data, performing data wrangling to extract valuable information.
  • Tackled real-world problem statements, employing ETL (Extract, Transform, Load) techniques to deliver data-driven solutions.
  • Created dashboards and reports using Power BI, for effective decision-making.
  • Enhancing my skills in data modeling, trend analysis, and data interpretation.
ETLPower BIData Analysis

Education

Dr. D. Y. Patil Vidyapeeth

Bachelor of Technology - BTech — Artificial Intelligence

Oct 2021Jan 2025

Kendriya Vidyalaya

undergraduate — science

Jan 2010Jan 2021

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