Developed an AI web application that customizes resumes to align with job descriptions, enhancing resume relevance by up to 80%.
README.mdPublic
Hi 👋, I'm Karen
Backend Engineer
I'm Karen Taylor, a dedicated Backend Engineer with a passion for building end-to-end software solutions. My expertise spans machine learning, natural language processing, and computer vision, allowing me to transform unstructured data into actionable insights and production-ready systems.
Pinned
Created a comprehensive YouTube sentiment analysis pipeline processing over 10,000 user comments, enhancing sentiment classification performance through advanced NLP preprocessing techniques.
End-to-end sentiment analysis pipeline
Code
Developed a production-ready RAG pipeline integrating semantic vector retrieval with LLM generation to produce context-grounded responses.
Production-ready RAG pipeline
Code
Created an NLP and CV pipeline to analyze 150,000 image and text data using transformer-based text encoders and CNN-based image embeddings, integrating them through a fusion neural network for price prediction.
NLP and CV pipeline for price prediction
Code
348 contributions in the last year
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Languages & tools
Machine Learning & AI
Supervised Learning
Unsupervised Learning
Natural Language Processing
Computer Vision
LLM Fine Tuning
Retrieval Augmented Generation
TensorFlow
PyTorch
scikit-learn
Hugging Face
Pandas
NumPy
Langchain
Amazon Web Services (AWS)
Docker
MLflow
DVC
FastAPI
Flask
Streamlit
CI/CD
SQL
ETL Pipelines
Linux
Vector Databases
Python
C
JavaScript
HTML
CSS
Data Structures and Algorithms
Experience
Machine Learning Engineer @ Alignerr
- Enhanced model prediction accuracy by 15% through comprehensive analysis of agent responses across various rubrics and state scenarios.
- Transcribed over 50 audio and video files to generate high-quality training and test datasets.
- Evaluated LLM conversations to assess the correctness of tool usage, API calls, and reasoning flow.
Education
Jadavpur University
Bachelor of Technology
Hariyana Vidya Mandir
High School
Open source & leadership
Core Member
Jadavpur University Entrepreneurship Cell
Organized national-level flagship events such as E-Summit 2025 and Hult Prize 2025, achieving over 5,000 registrations and 1,000+ on-campus attendees.
Coordinator
Jadavpur University Finance Club
Led planning and execution of Finspire 2025, a national-level finance event with over 1,000 registrations and 500+ on-ground attendees, strengthening the club’s national presence.