autoStreams

automatic stream processing

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timeline

years of experience

04/2022 – 12/2024: TaBuLa-LOGplus

08/2022 - 07/2025: KIOptiPack

  • AI-based optimization of plastic packaging with recycled materials
  • Contribution: Sequential Optimal Design / Bayesian Optimization
  • Application: Optimal experiment design for injection molding
  • Funding: BMBF, 3 years

2022 - 2025: MarketMonitor

  • Low-latency market anomaly detection
  • Contribution: Data Integration, Anomaly Detection, Visualization
  • Application: Proprietary Trading
  • Funding: Corporate

09/2022 - 08/2025: KIT2

Streaming Platform

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Streaming Data

  • Process 100,000 events per minute.
  • Maintain latency under 100 milliseconds.
  • Scalable architecture using Kafka protocol.
  • Persistent event queue storage.

    • Financial Tick Data

  • Includes quotes, trades, and market events (such as auctions).
  • Real-time currency conversion.
  • Complex alignment across multi-timezone global markets.
  • Long-term storage using ArcticDB.

    • AI Tools

  • Data exploration capabilities.
  • Effective anomaly detection.
  • Advanced probabilistic models.

    • Decision Support

  • Improves emergency traffic routing.
  • Facilitates financial transaction execution.
  • Adjusts industrial processes like injection molding.
  • Uses stochastic programming and robust optimization.

    • Monitoring & Alerts

  • Set custom rules for multi-dimensional data.
  • Receive visual and audible alerts.
  • Get millisecond updates on 20+ views across multiple monitors.
  • Uses ag-grid for handling millions of rows with high performance.

    • features

    wizzzardy

    Real-Time Data Integration

    Combine Diverse Data Streams

    Transform Data with Low Latency

    Adapt Across Multiple Domains

    Multivariate Anomaly Detection

    Spot anomalies instantly for proactive action.

    Uncover intricate variable patterns for precise insights.

    Efficiently process vast data sets across diverse domains.

    Efficient Sequential Exploration

    Efficiently targets promising areas to optimize resources.

    Provides precise results by modeling uncertainty.

    Applicable to tasks like design and machine hyperparameter tuning.

    Stochastic Optimization

    Improve decision quality and risk management under uncertainty.

    Optimize resources through adaptable, waste-minimizing solutions.

    Gain a competitive edge with quick, cost-effective decisions.

    High-Performance Viewer

    Real-Time Human Supervision.

    Highly customizable notification rules.

    Visual and audible alerts.

    Selected Clients & Partners