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Meet Vardoriya

@meetvardoriya

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Machine Learning Engineer specializing in advanced recommendation systems.

India

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What I'm looking for

I seek a dynamic role in a forward-thinking company that values innovation and offers opportunities for professional growth in machine learning and AI.

As a Machine Learning Engineer with extensive experience in product development, I have successfully designed and implemented innovative solutions that leverage cutting-edge technologies. My work at Gartner Research has involved training multi-class sentence classifiers and developing recommender systems that have significantly improved user engagement and satisfaction. I achieved an impressive ROC-AUC score of 89% for sentence classification and a hit ratio of 0.7 for industry-specific recommendations using advanced models like BERT4Rec.

Previously, at Phenom People, I developed a range of machine learning applications, including multilingual sentence classifiers and Named-Entity-Recognition systems that enhanced search functionalities and skill extraction from job descriptions. My commitment to excellence is reflected in my ability to deploy robust systems using MLOps tools and cloud platforms, ensuring scalability and performance. I am passionate about utilizing machine learning to solve real-world problems and drive business success.

Experience

Work history, roles, and key accomplishments

Current

Machine Learning Engineer - Product Development

Current

Gartner Research

Feb 2024 - Present (1 year 3 months)

As a Machine Learning Engineer, I trained multi-class sentence classifiers and developed recommender systems using advanced techniques like Neural Collaborative Filtering and Learning to Rank models. I deployed systems using MLOps tools on AWS, achieving high performance metrics across various business domains.

Machine Learning Neural Networks MLOps AWS Python BERT Recommender Systems Data Analysis

Machine Learning Engineer - Product Development

Phenom People

Jul 2022 - Feb 2024 (1 year 7 months)

Developed multilingual sentence classifiers and Named-Entity-Recognition systems, achieving high precision rates. Created job-parsing and resume-parsing services using advanced NLP techniques and deployed them as microservices, significantly enhancing search functionalities.

Natural Language Processing BERT Microservices Python Machine Learning Deep Learning Software Development Cloud Services

Machine Learning Intern - Product Development

Phenom People

Jul 2021 - Jul 2022 (1 year)

Developed a bias detection service for job descriptions and conducted analysis on sentence embeddings. Improved skill tagging and summarization models, contributing to enhanced performance in NLP tasks.

Natural Language Processing Data Analysis Python Machine Learning Named Entity Recognition Summarization

Data Science Intern

Pi-Analytix Edutech

Jul 2021 - Aug 2021 (1 month)

Worked on developing full-stack data science applications and deploying machine learning pipelines on cloud platforms. Mentored students on end-to-end data science projects.

Data Science Machine Learning Cloud Computing Python Mentorship Application Development Deployment Data Engineering Project Management AWS

Data Science Intern

Neubrain Solutions Pvt.Ltd.

Mar 2021 - May 2021 (2 months)

Focused on data collection and web scraping, developed analytical dashboards using JavaScript libraries. Enhanced data insights through text analytics and visualization techniques.