Machine Learning
Deep learning architectures, neural networks, and automated model selection for complex prediction and classification tasks.
Ontario, Canada · Est. 2017
Advancing Science
Through Data.
PISG (farbar.inc) is a team of researchers and data scientists specializing in machine learning, statistical modeling, and predictive analytics — delivering rigorous research and strategic consultation to organizations worldwide.
Get in TouchAbout Us
A Scientific Group at the Frontier of Intelligence
Founded in 2017 by a group of scientists in Ontario, Canada, farbar.inc (PISG) conducts advanced research and provides expert consultation at the intersection of machine learning, statistical modeling, and applied mathematics.
Our team brings deep academic expertise to real-world problems — helping enterprises harness the power of data-driven decision-making, predictive modeling, and algorithmic optimization across industries including finance and supply chain management.
We bridge the gap between cutting-edge academic research and practical industry applications, delivering insights that are both scientifically rigorous and operationally impactful.
2017Founded
4+Core Researchers
OntarioIncorporated
GlobalClientele
Research Areas
Expertise Across Eight Disciplines
Our interdisciplinary team conducts original research and applies proven methodologies across a broad spectrum of quantitative fields.
Statistical Modeling
Bayesian inference, regression analysis, time-series forecasting, and robust estimation under uncertainty.
Predictive Analytics
Scalable pipelines for business intelligence, risk scoring, anomaly detection, and demand forecasting.
Financial Optimization
Portfolio optimization, algorithmic trading strategy design, risk management models, and market microstructure analysis.
Supply Chain Optimization
End-to-end logistics modeling, inventory management, network design, and operational efficiency maximization.
Quantum Computing
Quantum algorithm design, variational quantum eigensolvers, and quantum-classical hybrid approaches for optimization.
Numerical Analysis
Scientific computing, finite element methods, differential equation solvers, and high-performance simulation frameworks.
Game Theory
Mechanism design, Nash equilibria in multi-agent systems, auction theory, and cooperative & non-cooperative game modeling.
Consulting Services
How We Work With You
We partner with organizations that value scientific rigor — delivering tailored analytical solutions grounded in the latest research.
01
Applied Research
We conduct original, peer-reviewed research and produce rigorous scientific findings tailored to your organization's strategic needs.
- Custom research studies and white papers
- Algorithm design and validation
- Benchmarking and performance analysis
- Literature review and state-of-the-art surveys
02
Data Science Consulting
End-to-end data science strategy — from data architecture and feature engineering to model deployment and performance monitoring.
- Predictive model development
- Data pipeline architecture
- Model interpretability and auditing
- MLOps and deployment strategy
03
Optimization & Decision Science
Mathematical optimization approaches for complex operational challenges in finance, logistics, and resource allocation.
- Linear and nonlinear programming
- Stochastic optimization under uncertainty
- Supply chain network design
- Financial portfolio optimization
Our Team
Scientists Leading the Inquiry
Our core team and affiliated scholars share a commitment to pushing the boundaries of applied mathematics and computational intelligence.
Core Researchers
Dr. Mehrnoosh Khademi
Researcher & Data Scientist
Expert in Statistical Modeling, Machine Learning, and Predictive Analytics. Innovator in Financial and Supply Chain Optimization.
Machine LearningStatistical ModelingPredictive Analytics
Dr. Somayeh Sharifi
Researcher & Data Scientist
Specialist in Optimization Problems, Numerical Analysis, and Quantum Computing applications in data science.
OptimizationQuantum ComputingNumerical Analysis
Academic Affiliates
Prof. Massimiliano Ferrara
Affiliated Professor
Affiliated researcher providing academic guidance and collaboration in mathematical economics and applied optimization.
Prof. M. Salimi
Affiliated Professor
Affiliated researcher contributing expertise in numerical methods and computational mathematics.
Contact
Reach Us Directly
Whether you are an organization seeking expert consultation or a researcher interested in collaboration, we welcome your inquiry. All professional inquiries are responded to by email.
Emailinfo@pisg.ca
Phone(647) 290-7337
Office2 St Clair Ave W, 18th Floor
Toronto, ON M4V 1L5
Canada
Toronto, ON M4V 1L5
Canada
Registered Companyfarbar.incOntario, Canada · Est. 2017
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