Algorithm Researcher
ThetaRay
שכר לא צויןIsrael, Hod HaSharon, Hod Hasharon, Israel, מרחוקמידמשרה מלאה
משרה חיצונית, ההגשה באתר החברהאושר שהמשרה פתוחה לפני 12 שעות
Design and develop algorithms for detecting financial crime, translating mathematical research into scalable production systems. Build and improve AI and machine-learning solutions, including LLM-based systems, in collaboration with engineers, data scientists, and domain experts.
מה תעשו
- Design and develop algorithms for financial crime detection.
- Translate mathematical models and research concepts into scalable production systems.
- Build and optimize ML and LLM-based solutions for deployment.
- Develop solutions using RAG, embedding models, vector databases, and generative AI evaluation frameworks.
- Improve model accuracy, robustness, explainability, and inference efficiency.
- Collaborate with engineers, data scientists, and domain experts to bring research into production.
דרישות
- MSc or PhD in Physics, Applied Mathematics, Computational Mathematics, or Statistics.
- At least 3 years of experience in algorithm development, quantitative research, or advanced AI/ML roles.
- Strong background in linear algebra, probability theory, stochastic processes, optimization, numerical methods, and statistical modeling.
- Hands-on experience with PyTorch or TensorFlow and building, fine-tuning, optimizing, or deploying LLMs.
- Expert-level Python skills, including NumPy, SciPy, and Pandas.
יתרון
- Background in signal processing, dynamical systems, or computational physics.
- Experience with graph algorithms, anomaly detection, risk modeling, or information retrieval.
- Experience with model optimization, quantization, or distillation.
- Publication record in a relevant field.
תנאי סף
- MSc or PhD in Physics, Applied Mathematics, Computational Mathematics, or Statistics
- At least 3 years of experience in algorithm development, quantitative research, or advanced AI/ML roles
- Hands-on experience with PyTorch or TensorFlow
- Expert-level Python skills, including NumPy, SciPy, and Pandas
PythonPyTorchTensorFlowLarge Language Models (LLMs)Retrieval-Augmented Generation (RAG)Vector databasesAlgorithm designStatistical modeling