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Deep Learning Engineer

Deep Learning Engineer

simplyblockDortmund, DE
Vor 2 Tagen
Stellenbeschreibung

About us

simplyblock.io is NVMe-based high-performance low-latency storage for modern databases and IO-intensive stateful workloads in Kubernetes. We help enterprises maximize the efficiency of their data storage operations while reducing cost & complexity.

What are the tasks?

  • Develop and implement machine learning algorithms and predictive models for cybersecurity threat detection.
  • Create large amounts of training data based on storage-workload-generating tools (such as database benchmarking) and ransomware
  • Analyze large datasets to identify trends, patterns, and correlations.
  • Design experiments and conduct A / B testing to validate model effectiveness.
  • Develop and deploy a data pipeline and a data model within a constrained environment (C / C++).
  • Design experiments and conduct A / B testing to validate model effectiveness.

Interesting problems you will work on

  • Design and implement detection algorithms to identify anomalous patterns in storage workloads, with a focus on ransomware behavior and security threats
  • Create and validate synthetic datasets for training ML models, ensuring data quality and statistical relevance while maintaining privacy requirements
  • Optimize real-time pattern detection systems within memory and performance constraints using C / C++
  • What's required?

  • Bachelor’s or Master’s degree in Computer Science, Data Science, Statistics, Mathematics, or a related field.
  • Strong knowledge of machine learning techniques (regression, classification, clustering, etc.)
  • Knowledge of deep learning frameworks (TensorFlow, PyTorch)
  • Python Programming Skills
  • C / C++ Programming Skills (preferred)
  • Solid understanding of statistical analysis and hypothesis testing
  • Experience with data pre-processing (cleaning, consolidation, etc.)
  • Solid understanding of statistical analysis and hypothesis testing.
  • Strong communication skills with the ability to present complex data insights in a clear and concise manner.
  • What do we offer?

  • Zero BS policy. No unnecessary meetings, no weekly 1-1s, no rigid performance management frameworks. Trust in your dedication to the project, team, and colleagues to deliver outstanding work.
  • Experts & Executives. No managers of managers. We're building the team of experts and executives; complex structures have no place here. Minimize layers to create a cohesive, collaborative team.
  • Your time, your space. No fixed working times. Embrace autonomy without rigid schedules. Manage your work with the freedom that suits your productivity best.
  • Open communication. No barriers, just open channels. Transparent and direct exchanges ensure everyone is aligned and moving forward together.
  • Actions speak louder. No participation rewards. We celebrate ambition, passion and outstanding results.
  • Innovation, Innovation, Innovation : Innovation isn't a department; it's a collective responsibility at simplyblock.
  • Benefits for remote teams