AI & Deep Learning solutions for Finance Company Products - PowerPoint PPT Presentation

AI & Deep Learning solutions for Finance

● Company ● Products ● Axyon Platform ● SHAPE-PRACE project ● EOSC-HUB project

Axyon AI leverages the most recent advancements in to create business applications for Main investors Main partners

Proprietary More than 10 Continuous R&D More than 100K deep learning AI-powered activity to explore hours spent in technology for strategies new frontiers computing per financial time launched (Reinforcement year series learning, (continuously Generative growing) models)

- Predicted target Client’s systems metrics (rankings by Context market data return, volatility) APIs - Insights over the Economics/Fundamentals generated signals SFTP Sentiment data - Predicted Market E-mail anomaly Client’s proprietary data - Several supported prediction horizons Improved strategies Target assets market data and positions

Fully automated Test and Framing Data processing model training & Production evaluation

Fully automated Test and Framing Data processing model training & Production evaluation ● Single model evolution process unifying hyperparam. optimization and feature selection ● Fully automated ● Improved time-series splitting with meta-validation ● Improved Genetic Algorithm features

Web UI Web UI Web UI Database Master API CM 1 CM 2 Cluster scheduler Slave instance 1.1 (e.g. slurm) Slave instance 1.1 Slave instance 1.3 Slave instance 1.3 Slave instance 1.32 Slaves cluster 1 Cluster scheduler Slave instance 1.1 (e.g. slurm) Slave instance 1.1 Slave instance 1.3 Slave instance 1.3 Slave instance 2.16 Slaves cluster 2

Axyon core platform 2.0 Web UI Web UI Web UI Database Master

Axyon core platform 2.0 Web UI Web UI Web UI Database Master Cluster Manager

Web UI Web UI Web UI Database Master CM 1 CM 2 Cluster scheduler (e.g. slurm) Slaves cluster 1 Cluster scheduler (e.g. slurm) Slaves cluster 2

Web UI Web UI Web UI Database Master API CM 1 CM 2 D.A.V.I.D.E. Cluster scheduler Slave instance 1.1 (e.g. slurm) Slave instance 1.1 Slave instance 1.3 Slave instance 1.3 Slave instance 1.32 Slaves cluster 1 AWS Cluster scheduler Slave instance 1.1 (e.g. slurm) Slave instance 1.1 Slave instance 1.3 Slave instance 1.3 Slave instance 2.16 Slaves cluster 2

Axyon core platform 2.0 Master-slave architecture ● ● Designed for improved scalability and Web UI Web UI Web UI Database flexibility for multiple jobs Supports both cloud-like and HPC-like ● Master API slave clusters CM 1 CM 2 ● Central job dispatcher, managing one or multiple slave clusters Cluster ● Containerized slaves with simpler logic scheduler Slave instance 1.1 Slave instance 1.1 Slave instance 1.3 (e.g. slurm) (job executor only) Slave instance 1.3 Slave instance 1.32 Slaves cluster 1 ● Currently in production environment @AxyonAI Cluster scheduler Slave instance 1.1 CINECA D.A.V.I.D.E.-approved ✔ Slave instance 1.1 ● Slave instance 1.3 (e.g. slurm) Slave instance 1.3 Slave instance 2.16 Slaves cluster 2 ● CINECA MARCONI100 is on the way!

Axyon core platform 2.x Objectives Web UI Database ● Parallel distributed training Master API ● Take advantage of CM 1 CM 2 ○ Multi-GPU on a single node ○ Multi-node computation for a Cluster scheduler Slave instance 1.1 Slave instance 1.1 Slave instance 1.3 single ML job (e.g. slurm) Slave instance 1.3 Slave instance 1.32 Slaves cluster 1 ● Huge dataset support - ~TeraBytes Cluster scheduler Slave instance 1.1 Slave instance 1.1 Slave instance 1.3 (e.g. slurm) Slave instance 1.3 Slave instance 2.16 Slaves cluster 2

Modena, Italy London, United Kingdom info@axyon.ai riccardo.folloni@axyon.ai