I am a Machine Learning Engineer with a passion for developing and deploying advanced machine learning models. With a year of experience, I specialize in MLOps pipelines and real-time applications. I thrive on delivering innovative AI solutions that enhance operational efficiency and improve decision-making processes.
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• Delivered a full-stack AI career assistant automating resume scoring, job matching, skill-gap detection, and cover letter
generation via LLM pipelines.
• Powered by LangChain and Qwen2.5-7B, analyzing resumes against job roles and generating personalized career
guidance with structured prompting.
• Built a FastAPI backend with JWT authentication and Redis caching, reducing repeated AI request latency by
40%.
• Deployed on AWS EC2 with a Streamlit frontend, enabling real-time resume insights with end-to-end response time
under 3 seconds.
• Built an end-to-end MLOps pipeline detecting phishing URLs using 30+ engineered features with 95%+ classification
accuracy.
• Designed 5 modular pipeline stages — ingestion, schema validation, drift detection, KNNImputer preprocessing, and
Scikit-learn model training.
• Tracked 10+ model experiments using MLflow on DagsHub, enabling versioned model registry and full run
reproducibility.
• Served training and prediction via FastAPI, with model artifacts auto-pushed to AWS S3, cutting manual deployment
effort by 60%.
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