DEEP LEARNING & FORECASTING
Advanced predictive models
Neural networks, deep learning, time-series forecasting, classification and custom architectures for demanding quantitative tasks.
MATHEMATICS · QUANTITATIVE TECHNOLOGY · EDUCATION
Mathematical rigor.
Innovation in action.
CerebraQuant Solutions translates mathematical research into quantitative technologies, supports complex scientific projects, and delivers advanced live training.
APPLIED RESEARCHQUANTITATIVE ENGINEERINGADVANCED EDUCATION
∂tu + ∇·F(u) = 0
QUANTITATIVE RESEARCH
STRUCTURE · PRECISION · DISCOVERY 01 / 03
EXPLORE ↓
01 — ONE COMPANY, THREE PILLARSThree disciplines.
Three disciplines.
One standard of rigor.
Complementary capabilities united by a culture of mathematical modeling, engineering and scientific validation.
01 / TECHNOLOGIES↗
∑α
Quantitative
Technologies
Portfolio allocation, hedging and quantitative model engineering. Licensing, acquisitions or custom development.
Explore technology ↗02 / EXPERTISE↗
∂Ω
R&D &
Consulting
Quantitative finance, AI, PDEs, numerical simulation and mathematical optimization.
Explore expertise ↗03 / EDUCATION↗
λθ
CerebraQuant
Academy
Expert-led, live online masterclasses and training for individuals and organizations.
Explore Academy ↗02 — OUR APPROACHFrom hypothesis
From hypothesis
to numerical evidence.
A scientific process grounded in clear assumptions, thoughtful modeling and reproducible validation.
Our approach ↗01UnderstandFormalize the challenge, assumptions and success criteria.
02ModelIdentify the right mathematical and algorithmic tools.
03BuildDevelop a prototype, model or scientific computing tool.
04ValidateTest, document and critically assess model limitations.
03 — ADVANCED AINot just present in AI.
Not just present in AI.
Advanced in AI.
Our AI positioning goes beyond generic tooling. It is grounded in advanced models, learnable architectures and a strong connection to applied mathematics and quantitative decision systems.
SCIENTIFIC ML
Physics-informed and equation-aware AI
PINNs, equation-informed models, structural constraints and mathematically grounded learning strategies.
AI FOR DECISION SYSTEMS
Quant AI & custom algorithms
Tailored algorithm engineering for quantitative finance, optimization, decision systems and technology transfer.
03 — EXPERTISE IN PRACTICEMaking science
Making science
tangible.
Explore the technologies, research directions and learning experiences shaping our work.
QUANTITATIVE ENGINEERING
Portfolio & Hedging Research
Quantitative techniques focused on risk, constraints and robustness.
Explore ↗PEER-REVIEWED SCIENCE∂tu + ∇·f(u) = εΔu
Scientific Publications
Research in numerical analysis, conservation laws and Scientific Machine Learning.
View research ↗LIVE LEARNING EXPERIENCELearn by building
Rigorous teaching, Python programming and guided live workshops.
Explore Academy ↗04 — SCIENTIFIC LEADERSHIPScientific and industry
Scientific and industry
experience.
Khalil Haddaoui, PhD — PhD in Applied Mathematics (Université Pierre et Marie Curie, Paris VI), with experience spanning quantitative finance, scientific computing and higher education.
Meet the founder ↗LET'S CONNECTYour challenges deserve
Your challenges deserve
rigorous thinking.
Quantitative technology, R&D or advanced training — let's find the right starting point.
Get in touch ↗