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Shreyas Kori

@shreyaskori

Machine learning expert applying AI-driven predictive analytics to improve industrial reliability and efficiency.

India
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What I'm looking for

I seek roles applying AI/ML to industrial systems—focusing on predictive maintenance, reliability, and data-driven decision-making in collaborative, engineering-led teams.

I am a machine learning expert who applies deep learning, probabilistic modeling, and Python-driven automation to solve industrial engineering challenges. My work focuses on time-series forecasting, predictive maintenance, and risk-based inspection for real-world assets.

At BP (Aberdeen) I developed probabilistic degradation and corrosion models, integrated condition-monitoring data into predictive pipelines, and helped reduce unplanned downtime by 30%. I have built deep learning architectures (BiLSTM, CNN-LSTM) for RUL forecasting of turbofan engines and applied reinforcement learning to optimize maintenance scheduling.

In industry roles I created Python automation for design validation, built preprocessing and visualization pipelines with SQL and Tableau, and integrated sensor/IoT streams into condition-monitoring frameworks. I consistently delivered improvements in efficiency, documentation accuracy, and project delivery timelines.

I combine a mechanical systems background with advanced AI/ML skills and practical tools (TensorFlow, PyTorch, SQL, Tableau) to bridge assets with intelligent automation, driving better decision-making, reliability, and operational efficiency.

Experience

Work history, roles, and key accomplishments

British Petroleum logoBP

Machine Learning Engineer

British Petroleum

Apr 2024 - Dec 2024 (8 months)

Designed deep learning pipelines (BiLSTM, CNN-LSTM) and RL-based scheduling for RUL forecasting and predictive maintenance, integrating condition-monitoring with FEA to reduce unplanned downtime by 30%. Evaluated models using RMSE/MAE and improved AI diagnostic interpretability for reliability benchmarking.

GL

Project Engineer

Gunnam Infra Pvt Ltd.

Jul 2020 - Dec 2023 (3 years 5 months)

Developed Python automation and data pipelines, reducing documentation errors 25% and saving 200+ engineering hours annually; implemented predictive models and ML-driven process optimizations that accelerated project delivery by 20%.

Education

Degrees, certifications, and relevant coursework

University of Aberdeen logoUA

University of Aberdeen

Master of Science, Advanced Mechanical Engineering

2024 - 2025

Master of Science in Advanced Mechanical Engineering with coursework in FEM, optimization, CFD, and a dissertation on AI-driven probabilistic modeling of topside structure corrosion for risk management.

Coventry University logoCU

Coventry University

Bachelor of Engineering (Hons.), Mechanical Engineering

2017 - 2020

Bachelor of Engineering (Hons) in Mechanical Engineering with a dissertation on deep learning for turbofan engine remaining useful life prediction using CNN-LSTM and Python.

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Shreyas Kori - Machine Learning Engineer - British Petroleum | Himalayas