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The Tale of Trisha

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I'm Trisha Debnath, a results-driven Machine Learning Engineer with expertise in Deep Learning, NLP, and Computer Vision. I thrive on enhancing model performance and deploying scalable AI solutions that tackle real-world challenges.

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Talents & Crafts

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Languages: SQLPythonCJavaScriptHTMLCSSAI/ML: Machine LearningDeep LearningComputer VisionLLM Fine TuningRAGFrameworks/Libraries: Natural Language Processing (NLP)TensorFlowPyTorchscikit-learnHugging FacePandasNumPyLangchainFlaskFastAPIAmazon Web Services (AWS)StreamlitETL PipelinesData Structures and AlgorithmsDatabases: PostgreSQLVector Databases (Chroma)Tools & Platforms: DockerMLflowDVCCI/CDLinux

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Deeds & Service

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Machine Learning Engineer — Alignerr

Jan 2026 – Present

Remote

• Enhanced LLM evaluation precision by 15% through a comprehensive review of a rubric-based scoring framework across six reasoning categories.
• Analyzed over 50 audio files for integration into ASR pipelines.
• Evaluated AI agent responses, identifying failure points such as Inference memory, Self Coherence, and rubric evaluation, resulting in a 20% improvement in model accuracy.

Deep Learning Research Assistant — Jadavpur University CMATER Lab

May 2025 – September 2025

Kolkata, India

• Designed and implemented a self-attention mechanism (scaled dot-product) within a pre-trained VGG16, significantly enhancing feature extraction for lung cancer detection from CT scans.
• Developed a hybrid deep learning architecture achieving 99.54% peak accuracy with only 76k trainable parameters and 0.0256 GFLOPs, facilitating edge-device deployment.
• Engineered feature fusion through concatenation and element-wise multiplication of original and attention-modulated maps for refined, context-aware representations.

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Chronicle of Works

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TailorCV.ai

Python, FastAPI, LLM, AI agents, Amazon Web Services

• Developed an AI web application that optimizes resumes to job descriptions using LLMs and NLP pipelines, improving resume relevance by up to 80%.
• Designed a Python and FastAPI backend with HTML, CSS, and JavaScript for the frontend, dockerized the application, and deployed it on AWS ECS.
• Achieved over 50 users within the first week of launch, demonstrating strong early adoption and real-world impact.

YouTube Sentiment Analysis

TensorFlow, NLP, AWS EC2, Scikit-learn

• Created an end-to-end YouTube sentiment analysis pipeline processing over 10,000 user comments, enhancing sentiment classification performance through NLP preprocessing techniques such as tokenization, lemmatization, and stopword removal.
• Tracked multiple model experiments using MLflow and DVC, enabling reproducible training and systematic comparison of models built with scikit-learn and NLP libraries.
• Deployed the pipeline on AWS using Docker and exposed predictions via Flask REST APIs, facilitating scalable and reproducible inference.

Smart Product Pricing

Keras, Hugging Face Transformers, ResNet50, OpenCV

• Developed 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.
• Implemented data preprocessing techniques, including text cleaning, tokenization, and streaming image feature extraction with ResNet and CLIP representations to manage large datasets.
• Built and fine-tuned models using TensorFlow and scikit-learn, achieving a rank of 142 out of 50,000 participants.

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Learning & Study

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Jadavpur University, Kolkata

Nov 2023 – Dec 2027

Bachelor of Technology · CGPA: 7.5

Hariyana Vidya Mandir, Kolkata

Apr 2020 – Apr 2022

Higher Secondary · Percentage: 90%

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Quests & Leadership

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Core Member — Entrepreneurship Cell, Jadavpur University

May 2024 – Present

• Organized national-level events such as E-Summit 2025 and Hult Prize 2025, attracting over 5,000 registrations and 1,000+ attendees.
• Contributed to the establishment of an Incubation Center at Jadavpur University under the Institution’s Innovation Council (IIC).

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Send Word

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Should you wish to correspond, my door is ever open.

✉ td19454@gmail.com 08101753281

Yours faithfully,

Trisha Debnath

TD