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Work Background
LEVERET SYSTEMS LTD.Managing Data Scientist and Solutions Architect
Jul. 2023London Area, United KingdomDirect all operations related to the development and implementation of advanced algorithms for optimizing business processes and systems. Leveraging neural networks for both regression and classification, I have led multiple projects involving hyperparameter search and fine-tuning to enhance model performance. I extensively applied ensemble neural network regression models to improve predictive accuracy, particularly in non-linear datasets such as satellite imagery and time series data. Additionally, I employed multivariate polynomial regression Neural Networks and LSTM algorithms for detailed analysis of satellite imagery, along with detecting methane and carbon dioxide emissions from the Sentinelhub API ecosystem using shortwave infrared absorption.
Further, I spearheaded initiatives to improve drone flight controls using genetic algorithms and neural networks, incorporating low-latency edge computing for real-time operations. My role also involved the design and development of custom neural network architectures, especially for ensemble model prediction, improving accuracy in environmental monitoring and generative design tasks such as parameterizing TIN meshes with genetic algorithms.
● Developed, optimized, and fine-tuned multiple neural network models, deploying them for real-time satellite data analysis.
● Designed and integrated neural networks for methane and carbon dioxide detection with custom pipelines, combining ensemble methods for robust predictions.
● Pioneered hyperparameter tuning strategies to optimize performance for complex non-linear models in satellite and environmental data analysis.
Laing O'RourkeData and Analytical Engineer
Mar. 2020 - Jun. 2023Dartford, KENDeveloped API pipelines using Python Requests for Asite and Trimble connect ecosystems, while contributing to vectorisation of laser scans through creation of Hough transform for 3D point data. Created Bayesian networks for timeseries data analysis. Designed and implemented data architecture for seamless interaction between algorithms and databases. Developed and parallelised iterative data quality algorithms to identify correlations in tabulated data. Contributed to development of multimodal data correlation platforms for construction data, harnessing power of CAD/BIM platforms to integrate timeseries data with geometric, scalar, and vector metadata. Devised algorithms for data analysis and quality assurance, while also introducing Python multi-core parallelisation into workflows. Conducted data quality analysis by wrangling Bushfires data as test case and detecting errors in data acquisition.
● Implemented machine learning and optimisation on construction programme, time series data, enhancing project outcomes.
● Deployed automated system for schedule checking to ensure design integrity.
● Commissioned automated measurement techniques for tunnel structures through point data analysis and algorithm development.
● Cultivated strong knowledge base of Spark. ● Implemented analysis of demolition data in R.
● Developed and deployed solutions architecture for digitisation of construction data, including utilisation of multimodal data from BIM models.
● Authored data quality algorithms to establish correlations between different departments, ensuring retention of primary keys for seamless data exchange.
● Constructed solutions architecture using Trimble Connect API ecosystem and ifcopenshell, with focus on preparing system for future machine learning integration.
Laing O'RourkeSenior Digital Engineer
Jun. 2014 - Aug. 2020Dartford, United KingdomWork winning support by Modelling, quantification and 4D animation
Laing O'RourkeSenior Digital Engineer
Apr. 2014 - Feb. 2020Dartford, KENDuring this employment stint as a Senior Digital Engineer, I performed key functions in digital engineering, data analysis, and software development. I developed .Net plugins for Navisworks and automated tasks with Python scripts and conducted research in reality capture and automation to convert laser scans and photogrammetry into parametric models. Additionally, I selected hardware and software for laser scanning and photogrammetry, and created point data workflow specifications. I also supported bidding initiatives with the latest BIM technology. A few of my proudest achievements in this role include:
• Developed and implemented Python, Pandas, and NumPy-based algorithms for point data analysis, thereby automating point analyses processes.
• Quantified and modelled tender documents using ArchiCAD.
• Optimised workflows by deploying Python scripts to replace repetitive tasks.
• Created Python algorithm utilising Pandas and NumPy to convert point data from laser scans into vectors for purpose of identifying deformation in underground tunnels and locating design deviations from CAD models.
Vetter UK - Subsidiary of Laing O'Rourke LtdProject Manager
Apr. 2008 - Mar. 2014Dartford, KENDESCRIPTION
As a Project Manager at Vetter UK, I successfully delivered several high-profile construction projects, ensuring they were completed within the set timeline and budget. In collaboration with various stakeholders, I established project scope, deliverables, and timelines. I directed the project team, assigned tasks, and monitored progress, while also facilitating project meetings and enhancing communication processes. I developed and tracked project plans, provided updates on project status, and built relationships with vendors. Lastly, I conducted post-project evaluations to gather insights for future projects. These were some of my overarching accomplishments during this time: • Spearheaded multiple construction projects for high-profile clients, overseeing cladding, flooring, and internal fit out.
• Directed teams of up to 80 individuals and collaborated with project directors and clients on design, budgeting, scheduling, and logistics.
• Ensured successful completion of several multi-million-pound projects, taking direct responsibility for outcomes.
Vetter UK LtdConstruction Manager
Feb. 2007 - Feb. 2008Interchange Plaza, Hard flooring, Terminal 5, Heathrow, London
Vetter UK LtdSection Manager
Jul. 2006 - Feb. 2007Back of house Hardflooring Terminal 5, Heathrow, London
Vetter UK LtdSite Engineer
Feb. 2006 - Jun. 2006Technical coordination - Terminal 5, hard flooring, Heathrow, London
Grinaker-LTASection Manager
Jul. 2004 - Jun. 2005Section manager for new build AAA building in Luanda, Angola
Benstra Construction LtdSite agent
Sep. 2000 - Dec. 2003
Ecotec. ccProduction Manager
Sep. 1999 - Aug. 2000Logistical and Technical coordination for upstart company dealing in Polymeric soil stabilisation.
Benstra Construction LtdStudent manager
Feb. 1996 - Aug. 1999
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