Training Course Professional

Quantum for High-Frequency Trading

Evaluating quantum advantage in execution optimisation, order routing, and latency-sensitive trading strategies.

Full day (6 hours)
Certificate on completion

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Eclypses
Arqit
QuantBond
Krown
Applied Quantum
Quantum Bitcoin
Venari Security
QuStream
BHO Legal
Census
QSP
IONQ - ID Quantique
Patero
Entopya
Belden
Atlant3D
Zenith Studio
Qudef
Aries Partners
GQI
Upperside Conferences
Austrade
Arrise Innovations
CyberRST
Triarii Research
QSysteme
WizzWang
DeepTech DAO
Xyberteq
Viavi
Entrust
Qsentinel
Nokia
Gopher Security
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Global Quantum Intelligence

Course Overview

Quantum optimisation for HFT execution strategies, QML for market pattern recognition, and an honest assessment of quantum as a batch-optimisation tool for trading firms. Covers QAOA for order routing, quantum kernel methods for regime detection, and hybrid classical-quantum deployment architecture.

Curriculum

Course content is structured into sessions below. Each session is configurable to your organisation's environment, threat model, and objectives.

# Session Topics
1 Market Microstructure and Computational Bottlenecks in Modern HFT Order book dynamics, latency arbitrage, and where classical computing hits walls at scale
2 Quantum Optimisation for Order Routing and Execution QAOA for optimal order execution and transaction cost analysis
  • QAOA applied to combinatorial order routing across fragmented venues
  • Transaction cost analysis as a constrained optimisation problem
  • Quantum approaches to best execution under regulatory constraints (MiFID II, Reg NMS)
Break
3 QML for Pattern Recognition in Market Data Quantum kernel methods, variational classifiers, and feature maps for high-dimensional data
  • Quantum kernel methods for regime detection in non-stationary market data
  • Variational quantum classifiers for signal extraction from tick-level features
  • Quantum feature maps for encoding high-dimensional order flow and microstructure data
4 Hands-On: Quantum Signal Processing Pipeline Full-day format only
  • Encoding historical tick data into quantum circuits using amplitude and angle encoding
  • Running a QML classifier on market regime data and interpreting output distributions
  • Benchmarking against classical XGBoost and LSTM baselines on the same dataset
Break
5 Latency Realities and Deployment Architecture Honest comparison: quantum hardware latency versus FPGA, and where quantum fits
  • Quantum gate execution times (microseconds to milliseconds) versus FPGA pipelines (nanoseconds): a gap of six or more orders of magnitude
  • Hybrid classical-quantum architecture: real-time execution stays classical, batch optimisation goes quantum
  • Where quantum adds value: overnight strategy parameter tuning, portfolio rebalancing, historical signal extraction
6 Vendor Landscape and Pilot Design Published results and quantum-inspired classical alternatives
  • Published HFT and quantitative finance results from Goldman Sachs, JPMorgan, and academic groups
  • Quantum-inspired classical algorithms for near-term deployment on existing infrastructure
  • Structuring a pilot programme with measurable success criteria and realistic timelines
7 Q&A and Pilot Planning

Designed and Delivered By

Training courses are designed and delivered by QSECDEF in collaboration with subject specialists. All instructors have direct experience in quantum technologies and security.

QD

Quantum Security Defence

Course design and delivery

QSECDEF brings expertise in post-quantum cryptography, quantum computing strategy, and defence-grade security assessment. Our membership spans 900+ organisations and 1,500+ professionals working at the intersection of quantum technologies and critical infrastructure security.

Enquire About This Course

Get in touch to discuss scheduling, group pricing, and how this course can be configured to your organisation's needs.

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