• Collecting, integrating, extracting, and analyzing data from various sources to assemble a training dataset utilizing pandas, PySpark, numpy, and torch for a Predictive Maintenance.• Utilized sklearn, PyTorch, and TPOT to build and evaluate machine learning models.• Generation of PowerBI reports through an analysis of historical data, and established a data framework to facilitate the extraction, transformation, and automated creation of these reports.

- Provide custom machine learning solution / automation including data extraction, custom computer vision models, and LLM models.

• Developed, registered, and deployed 14 machine learning models using Azure Machine Learning platform topredict HAZOP classifications using text data from safety meetings.• Designed, developed, and customized end-to-end machine learning and natural language processing (NLP)solutions, which included tasks such as data preparation, building ETL pipelines, model training, anddeployment. This resulted in a significant time-saving of 8 hours per engineer per week• Achieved a notable improvement in predictive speed, enhancing it by 200% compared to previous methods.Successfully increased the accuracy of the models from 80% to 95%• Implemented Agile methodology to prioritize cross-functional collaboration and continuous improvement, actively engaging with Engineering team, Web development team, and management• Provided extensive technical support for the deployed models post-release, ensuring their optimal performance. Created and maintained comprehensive software and database documentation, facilitating knowledge transfer and promoting efficient operations

• Provided assistance to Facilitators and Safety Lifecycle Leaders in planning and organizing 40 Process HazardAnalysis (PHA) and Safety Integrity Level (SIL) Studies encompassing various facilities, including Gas Plants,Pump Stations, Wellpads, and Compressor Stations for multiple clients (PETRONAS, TC Energy, Suncor, CNRL, ATCO...etc.).• Effectively utilized safety management technologies, specifically PHA Pro, to conduct comprehensive assessmentsof job-specific hazards and identify risk-mitigation measures. This implementation resulted in 30% increase in work efficiency• Demonstrated a meticulous approach by conducting thorough reviews of Process Safety information subsequent to HAZOP (Hazard and Operability Study) sessions. Ensured the accuracy and comprehensiveness of the information to meet industry standards• Proficiently analyzed client drawings, such as Process Flow Diagrams (PFDs) and Piping and InstrumentationDiagrams (P&IDs), to gain a comprehensive understanding of the process systems. This enabled the identification of specific process nodes to be included in hazard analysis studies

Led and supported 17 multidisciplinary facility upgrade projects as a Process/ Project Engineer in the project management group at Imperial Oil, Strathcona Refinery • Developed front-end designs for several projects, through technical problem solving, application of design standards, PFD P&IDs and plot plants, field verifications, process simulations, etc. to deliver on project objectives• Developed innovative and efficient design fit-for-purpose solutions on regulatory and return projects to deliver on objectives while minimizing investment and time.• Supported safety in design through participation in project risk assessments, inherent safety reviews, and HAZOPs. Facilitated and participated in project design reviews and supported equipment reliability through participation in equipment criticality assessments and updating equipment databases• Led work process and documentation updates to support group effectiveness by redesign the work process flowchart.• Actively participated in group and site safety program, including facilitation of group safety meetings, and development of risk and safety analysis and mitigation plans for project related activates• Engaged in community-related initiatives including the United Way Campaign, Days of Caring volunteer events and Edmonton Corporate ChallengeRelevant Projects• Sour Water Tank Replacement: Reduce the cost of the project from $10M to $5.5M through repurposing a seldom use tank• Pump around replacement: Analysed 10 years of data from six different heat integration loops in combination with process simulation to identify the incentive of the project• Firewater Pipe Replacement: Built a simulation for the firewater pipes, compared expected pressure drop to field data to identify potential leakages• Nuclear Device Regulatory Projects: Utilized existing facilities to meet all the regulatory requirements from Canadian Nuclear Safety Commissions. Communicated with all Canadian sites to achieve alignment

Interacted with clients and demonstrated communication and negotiation skill through the delivery of strong sales results on electricity and natural gas plans • Top 10 sales agent out of 40 of the company’s Calgary office • Exceeded sales goal by 40% in 3 months