Experience

M-Flow Technologies Limited

• United Kingdom
• Oil and Gas
• 1 - 100 Employee

• Data Science consultant

  • May 2019 - Present

  As a data scientist and ML professional, I have been involved in a multi-phase flow metering projects where my primary responsibility was to develop and deploy predictive models to accurately estimate the flow rate of oil, water, and gas in a wellbore. To accomplish this, I leveraged my expertise in neural network topologies, including GAN (Generative Adversarial Networks), VAE (Variational Autoencoders), Regressions, and Classifications. I implemented and fine-tuned these models to analyze the complex and dynamic nature of the multi-phase flow system. The VAE models were used to capture the underlying features and patterns of the flow rate data, while the Regression models were used to predict the continuous flow rates of each phase. Finally, Classification models were employed to classify the different phases of the fluid based on their respective flow rates. I also utilised my skills in data preprocessing and feature engineering to extract relevant features from the raw data and transform them into a format suitable for machine learning models. In addition, I employed various techniques to evaluate and validate the model's performance, such as cross-validation and hyperparameter tuning. Overall, my involvement in the multi-phase flow metering project has demonstrated my proficiency in developing and deploying advanced machine learning models, particularly in neural network topologies. I was able to use these models to accurately estimate the flow rate of each phase in the wellbore, providing valuable insights for decision-making in the oil and gas industry. Show less



JAYai llc

• Muscat Governorate, Oman

• Operations Specialist

  • May 2018 - May 2019



Baker Hughes

• United States
• Oil and Gas
• 700 & Above Employee

• Senior Engineering Consultant

  • Oct 2002 - Nov 2017

  Key Achievements  Designed and build a real time NMR porosity imaging compression engine.  Designed and build the real-time imaging decompression engine for NMR tools.(Best Exploration Technology award 2013) NMR tool profile Key Responsibilities • Design and build a real-time data acquisition and processing. (embedded firmware) • Develop noise reduction algorithm on acquired signals using blind source separation.(embedded firmware) • Design and develop fitting algorithms using linear and non-linear regressions.(embedded firmware) • Design and develop a novel image compression for ultra-low bandwidth transmission.(embedded firmware) • Design and build a full software suite for NMR tool diagnostic. • Design and build a real time software decompression engine. Show less



Progression, Inc.

• United States
• Appliances, Electrical, and Electronics Manufacturing
• 1 - 100 Employee

• Chemometrics and Software Engineering Consultant

  • 2000 - 2002

  -- Designed and build a real-time, at line, software suite for a collection of technologies (NMR, NIR, RAMAN, XRF) used in the Petro-chemical industry. It involved many of industry standard communications technologies (OPC, Modbus, Snap-Ins) and Optimized algorithms and regressions (LMS, PCR, PLS, PCA, ICA and many others). Winner of 2003 R&D100 Awards. -- Founded a Chemometrics team to develop algorithms to find insight in multi-disciplinary technologies Key Responsibilities • Design and develop a full software suite to control a benchtop NMR system. • Found a Chemometrics team aimed at finding insight in data from multi-technology acquisitions. • Design and build statistical models used in prediction engines. • Design and develop an acquisition Pulse sequence for NMR systems. • Design and develop advanced curve fitting algorithms. • Design and develop interface to Modbus system used in plastic reactors. • Design and build a full math engine for NMR processing applications. Show less



Oford Instruments

• Abingdon, Oxforshire

• Software Development Consultant

  • Mar 1994 - Apr 2000

  • Winner of 2003 R&D100 Awards. Designed and build a real-time, at line, software and hardware suite for a collection of technologies (NMR, NIR, RAMAN, XRF) used in the Petro-chemical industry. It involved many of industry standard communications technologies (OPC, Modbus, Snap-Ins) and Optimized algorithms and regressions (LMS, PCR, PLS, PCA, ICA and many others). Headed and Founded Data Science department developing algorithms to find insight in multi-disciplinary technologies • Winner of 2003 R&D100 Awards. Designed and build a real-time, at line, software and hardware suite for a collection of technologies (NMR, NIR, RAMAN, XRF) used in the Petro-chemical industry. It involved many of industry standard communications technologies (OPC, Modbus, Snap-Ins) and Optimized algorithms and regressions (LMS, PCR, PLS, PCA, ICA and many others). Headed and Founded Data Science department developing algorithms to find insight in multi-disciplinary technologies



Oxford Instruments plc

• United Kingdom
• Nanotechnology Research
• 700 & Above Employee

• Consultant Engineer

  • Nov 1994 - Mar 2000

  Designed and build a real-time software suite for a collection NMR benchtop used for oil and seeds industry. It involved optimized algorithms and regressions. Key Responsibilities • Design and develop a full software suite to control a benchtop NMR system. acquisitions. • Design and build statistical models used in prediction engines. • Design and develop an acquisition Pulse sequence for NMR systems. • Design and develop advanced curve fitting algorithms. • Design and build a full math engine for NMR processing applications. Show less