Gilbert Carey
AI Engineer & Data Scientist / Consultant
Experience
AI Engineer & Data Scientist / Consultant
GRID Beyond Ltd
- Technical leadership: Lead and mentor cross-functional teams of data scientists and data engineers, driving end-to-end solution delivery.
- Product development: Designed and deployed ML-based electricity price prediction systems across multiple markets (UK, US, Japan), aligned with strategic product goals. Used statistical tests such as Kolmogorov–Smirnov and Anderson-Darling. Delivered trading strategies using Pyomo and solvers (e.g. CBC).
- ML engineering: Built scalable pipelines for data ingestion, feature engineering, model training, hyperparameter tuning, and deployment using scikit-learn, MLflow, Optuna, SHAP, Airflow, and conformal prediction frameworks.
- Data infrastructure: Architected robust data workflows using Microsoft Azure.
- Forecasting & grid intelligence: Developed peak demand predictors using traditional ML and sophisticated statistical approaches (e.g. Pareto distributions) for US power markets, enabling proactive grid management.
- Data visualization: Delivered impactful dashboards using Power BI, Apache Superset, Metabase, Grafana, Plotly, and Streamlit to support commercial and operational decision-making.
- Business-facing research: Collaborated with commercial teams to analyse electricity market dynamics and inform strategy.
- Advanced modelling R&D: Explored Bayesian modelling approaches using bambi/PyMC for uncertainty quantification and model interpretability.
Founder | Data Scientist & AI Consultant
SHIMO Consulting Ltd.
- Client partnership: Collaborate with clients to design and implement bespoke AI/ML solutions tailored to business needs and infrastructure.
- Modelling expertise: Applied a range of techniques, from traditional classifiers (SVM, logistic regression) to deep learning and ensemble models using TensorFlow and gradient boosting algorithms.
- Data visualization: Delivered clear, business-facing insights through Plotly Dash, Matplotlib, Seaborn, Power BI, and Google Data Studio.
Selected projects:
- Loan platform with generative AI: Developed a decision-support platform incorporating retrieval-augmented generation (RAG) and advanced prompt engineering to deliver tailored, context-aware insights.
- Geospatial decision support tool: Built a mapping and analysis platform for real estate planning using demographic data, transport accessibility, and active development projects for strategic insights.
- IoT sensor intelligence for start-up: Scaled a predictive ML system on Azure ML to interpret data from hundreds of IoT devices, supporting growth for a local technology company.
CTO / Founder
PLANET ARBORIST Ltd.
- Technology leadership: Defined and executed the company’s technology strategy, aligning product development with long-term business and environmental goals.
- Platform development: Designed and built a full-stack investor platform and B2C portal using Python, deployed on Google Cloud Platform (GCP).
- Sustainability analytics: Created internal tools to evaluate and score partner companies on sustainability metrics, supporting transparent and ethical investment decisions.
Managing Director
BARLEY COVE PARTNERS Ltd.
- Technology due diligence: Advised private equity clients on technical infrastructure and scalability of fintech portfolio targets.
- Strategic advisory: Developed a comprehensive roadmap for the trading division of a Bermuda-based insurance firm, enabling modernization and growth.
- Operating model design: Created and delivered a new technology operating model for the property investment division of a major U.S. asset management firm.
- Emerging technology insight: Provided executive-level briefings and strategic input on disruptive trends, including blockchain, AI, and machine learning.
Research and Development Lead
Bank of America
- Innovation leadership: Spearheaded research into mobile technologies, social collaboration platforms, and big data use cases for global deployment.
- Strategic funding: Secured and utilized Irish government funding to accelerate proof-of-concept initiatives and drive innovation across the bank's technology stack.
- Enterprise impact: Delivered actionable insights and prototypes that influenced the bank’s long-term digital transformation agenda.
Director Technology Services Asia
Merrill Lynch
- Business expansion: Partnered with equities leadership to drive technology enablement for high-touch trading, electronic trading, equity derivatives, prime brokerage, and stock loan across APAC.
- Team leadership: Built and managed a cross-border team of 70+ technology professionals across five countries, delivering high-impact solutions and services.
- Operational efficiency: Reduced support costs by 60% while improving SLAs by developing a global offshore support team of 140, enabling 24/7 follow-the-sun coverage.
Vice President - Market Data Technology
Goldman Sachs
- Strategic cost reductions: Led multiple initiatives across equities resulting in over $7M in total annual savings, including $1.4M saved by replacing a high-cost trading application, $400K saved annually by eliminating redundant data sources, and $5M+ in negotiated reductions with market data vendors.
- Infrastructure development: Built and maintained real-time systems supporting over 900 users and 300+ Linux servers, including a TIB/RV-based global market data routing platform, a shared platform for user-contributed real-time data, and diagnostic tools in C to monitor and optimize market data traffic across 600+ trader desks.
- Business advisory: Partnered with trading teams to evaluate the financial and operational impact of real-time data usage in applications.
- Support for innovation: Enabled electronic trading growth by designing scalable data infrastructure.
Technology Consultant
PwC
- Client solutions: Delivered tailored real-time data solutions to enhance front-office trading capabilities for financial services clients.
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Banking and Finance (27 years), Real Estate (12 years), Information Technology (7 years), Insurance (6 years), and Energy (4 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Information Technology (24 years), Operations (17 years), Strategy (14 years), Product Development (11 years), Business Intelligence (9 years), and Research and Development (8 years).
Summary
Accomplished and driven technology professional with extensive experience across the US, Europe, Japan, and Hong Kong. Proven track record of designing, delivering, and supporting robust technology solutions in fast-paced, high-stakes environments. Known for bridging technical execution with strategic business insight.
Skills
Bayesian & Frequentist Approaches
Fuzzy Logic
Ai Ecosystems
Neural Networks (Rnns, Cnns, Lstms, Autoencoders, Transformers)
Tensorflow
Pytorch
Scikit-learn
Pymc
Scipy
Pandas
Numpy
Apache Pyspark
Azure Ml
Ibm Watson
Power Bi
Google Data Studio
Apache Superset
Metabase
Plotly
Dash
Python
C++
C#
Java
Perl
Sql
Kql
Influxql
Mysql
Postgresql
Aws
Google Cloud Platform (Gcp)
Apache Spark
Linux
Opencv
Languages
Education
University of Limerick
MSc Diploma in Machine Learning and Artificial Intelligence, First Class Honours · Machine Learning and Artificial Intelligence · Limerick, Ireland
University of Limerick
BEng in Electronic Engineering, Computer Engineering Option · Electronic Engineering, Computer Engineering Option · Limerick, Ireland
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