Hi, I'm Vinay, an AI/ML engineer with over 3 years of experience working on production-ready large language models, computer vision, and NLP solutions across finance and e-commerce domains. I enjoy designing scalable models and deploying them on cloud platforms to help businesses improve key performance indicators. I'm proficient in tools like TensorFlow, PyTorch, and AWS, and thrive on automating robust pipelines and managing CI/CD workflows. My aim is to continuously develop innovative AI solutions that enhance user experience and drive meaningful business impact.

Addiga Vinay

Hi, I'm Vinay, an AI/ML engineer with over 3 years of experience working on production-ready large language models, computer vision, and NLP solutions across finance and e-commerce domains. I enjoy designing scalable models and deploying them on cloud platforms to help businesses improve key performance indicators. I'm proficient in tools like TensorFlow, PyTorch, and AWS, and thrive on automating robust pipelines and managing CI/CD workflows. My aim is to continuously develop innovative AI solutions that enhance user experience and drive meaningful business impact.

Available to hire

Hi, I’m Vinay, an AI/ML engineer with over 3 years of experience working on production-ready large language models, computer vision, and NLP solutions across finance and e-commerce domains. I enjoy designing scalable models and deploying them on cloud platforms to help businesses improve key performance indicators.

I’m proficient in tools like TensorFlow, PyTorch, and AWS, and thrive on automating robust pipelines and managing CI/CD workflows. My aim is to continuously develop innovative AI solutions that enhance user experience and drive meaningful business impact.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
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Language

English
Advanced
Javanese
Intermediate

Work Experience

AI Engineer at Predictive Edge
August 1, 2024 - Present
Engineered an advanced multi-model recommendation system integrating collaborative filtering, deep autoencoders, and LLM embeddings, increasing e-commerce conversion rates by 15%. Conducted customer segmentation using unsupervised learning techniques such as K-Means and DBSCAN, improving targeted campaign ROI by 20%. Designed and automated ETL pipelines leveraging Python, SQL, and Spark, ensuring efficient data ingestion and transformation at scale. Deployed real-time inference models to AWS SageMaker & Lambda, reducing prediction latency by 20% and enhancing user experience. Developed and managed end-to-end CI/CD pipelines using Docker, Kubernetes, GitHub Actions, and Terraform, enabling streamlined production deployments.
Machine Learning Engineer at InvestMitra
July 31, 2023 - July 18, 2025
Developed and deployed property price prediction models using Random Forest, XGBoost, and MLP architectures, improving pricing accuracy by 15%. Applied NLP techniques including sentiment analysis and intent extraction to parse real estate documents, enhancing information retrieval workflows. Conducted comprehensive hyperparameter tuning and cross-validation, optimizing model performance and generalization. Created interactive dashboards with Plotly and Seaborn for executive reporting and strategic insights. Built and deployed RESTful APIs using Flask & Docker on EC2, enabling real-time model inference and integration with client apps.
AI Engineer at Predictive Edge
August 1, 2024 - Present
Engineered an advanced multi-model recommendation system integrating collaborative filtering, deep autoencoders, and LLM embeddings, increasing e-commerce conversion rates by 15%. Conducted customer segmentation using unsupervised learning techniques such as K-Means and DBSCAN, improving targeted campaign ROI by 20%. Designed and automated ETL pipelines leveraging Python, SQL, and Spark for efficient data ingestion and transformation at scale. Deployed real-time inference models to AWS SageMaker & Lambda, reducing prediction latency by 20% and enhancing user experience. Developed and managed end-to-end CI/CD pipelines using Docker, Kubernetes, GitHub Actions, and Terraform to streamline production deployments.
Machine Learning Engineer at InvestMitra
July 31, 2023 - July 18, 2025
Developed and deployed property price prediction models using Random Forest, XGBoost, and MLP architectures, improving pricing accuracy by 15%. Applied NLP techniques including sentiment analysis and intent extraction to parse real estate documents, enhancing information retrieval workflows. Conducted comprehensive hyperparameter tuning and cross-validation to optimize model performance and generalization. Created interactive dashboards with Plotly and Seaborn for executive reporting and strategic insights. Built and deployed RESTful APIs using Flask & Docker on EC2, enabling real-time model inference and integration with client apps.

Education

Master of Science at University of Wisconsin Milwaukee
August 1, 2023 - December 31, 2024
Bachelor of Technology at Guru Nanak Institutions Technical Campus
June 1, 2019 - July 31, 2023
Master of Science at University of Wisconsin Milwaukee
August 1, 2023 - December 31, 2024
Bachelor of Technology at Guru Nanak Institutions Technical Campus
June 1, 2019 - July 31, 2023

Qualifications

Microsoft Certified: Azure Fundamentals (AZ-900)
January 11, 2030 - July 18, 2025
AI For Everyone – Coursera (DeepLearning.AI)
January 11, 2030 - July 18, 2025
Python Programming – Kaggle
January 11, 2030 - July 18, 2025
Microsoft Certified: Azure Fundamentals (AZ-900)
January 11, 2030 - July 18, 2025
AI For Everyone – Coursera (DeepLearning.AI)
January 11, 2030 - July 18, 2025
Python Programming – Kaggle
January 11, 2030 - July 18, 2025

Industry Experience

Software & Internet, Financial Services, Retail, Real Estate & Construction