Senior Machine Learning Engineer - GenAI

חולון
משרה קבועה
משרה מלאה

לפני 8 ימים

The Senior Machine Learning Engineer - GenAI is responsible for designing, implementing, and operating large-scale systems and tools for AI model benchmarking, optimization, and validation. Unlike a traditional ML Engineer focused primarily on model training, this role centers on building the infrastructure, automation, and services that enable systematic evaluation and performance tuning of LLMs at scale.This position combines deep understanding of model serving frameworks, GPU optimization, and benchmarking methodologies with strong software engineering skills to deliver reliable, reproducible, and production-grade evaluation pipelines. The engineer will design and maintain validation-as-a-service platforms that allow internal and external stakeholders to assess models across latency, throughput, accuracy, and cost dimensions-integrating seamlessly with Red Hat's AI ecosystem and industry-standard GenAI tooling.A core aspect of this role is creating a robust, extensible benchmarking and validation framework capable of running across diverse inference engines, hardware configurations, and deployment environments, while providing actionable insights for model selection, optimization, and integration.What You Will Do

Benchmarking Platform Development: Design and implement scalable benchmarking pipelines for LLM performance measurement (latency, throughput, accuracy, cost) across multiple serving backends and hardware types.
Optimization Tooling: Build utilities and automation to profile, debug, and optimize inference performance (GPU utilization, memory footprint, CUDA kernels, parallelism strategies).
Validation-as-a-Service: Develop APIs and self-service platforms for model evaluation, enabling teams to run standardized benchmarks on demand.
Serving Integration: Integrate and operate high-performance serving frameworks (vLLM, TGI, LMDeploy, Triton) with cloud-native deployment patterns.
Dataset & Scenario Management: Create reproducible workflows for dataset preparation, augmentation, and scenario-based testing to ensure robust evaluation coverage.
Observability & Diagnostics: Implement real-time monitoring, logging, and metrics dashboards (Prometheus, Grafana) for benchmark and inference performance.
Cloud-Native Orchestration: Deploy and manage benchmarking workloads on Kubernetes (Helm, Argo CD, Argo Workflows) across AWS/GCP GPU clusters.
Integration with GenAI Tooling: Leverage Hugging Face Hub, OpenAI SDK, LangChain, LlamaIndex, and internal frameworks for streamlined evaluation workflows.
Performance Engineering: Identify bottlenecks, apply targeted optimizations, and document best practices for inference scalability.
Ecosystem Leadership: Track emerging frameworks, benchmarks, and optimization techniques to continuously improve the evaluation platform.

What You Ill Bring

Advanced Python for backend development, data processing, and ML/GenAI pipelines.
Kubernetes (Deployments, Services, Ingress) and Helm for large-scale distributed training and inference workloads.
LLM training, fine-tuning, and optimization (PyTorch, DeepSpeed, HF Transformers, LoRA/PEFT).
GPU optimization expertise: CUDA, mixed precision, tensor/sequence parallelism, memory management, and throughput tuning.
High-performance model serving with vLLM, TGI, LMDeploy, Triton, and API-based serving (OpenAI, Mistral, Anthropic).
Benchmarking and evaluation pipelines: dataset preparation, accuracy/latency/throughput measurement, and cost-performance tradeoffs.
Multi-model, multi-engine comparative testing for optimal deployment decisions.
Hugging Face Hub for model/dataset management, including private hosting and pipeline integration.
GenAI development tools: OpenAI SDK, LangChain, LlamaIndex, Cursor, Copilot.
Argo CD & Argo Workflows for reproducible, automated ML pipelines.
CI/CD (GitHub Actions, Jenkins) for ML lifecycle automation.
Cloud (AWS/GCP) for provisioning, running, and optimizing GPU workloads (A100, H100, etc.).
Monitoring & observability (Prometheus, Grafana) and databases (PostgreSQL, SQLAlchemy).

Nice To Have

Distributed training across multi-node, multi-GPU clusters.
Advanced model evaluation: bias/fairness, robustness, and domain-specific benchmarks.
Experience with OpenShift/RHOAI for enterprise AI deployments.
Benchmarking frameworks: GuideLLM, HELM, Eval Harness.
Security scanning for artifacts/containers (Trivy, Grype).
Tradeoff-analysis tooling for model selection and deployment

#AIHiring**About Red Hat** is the world's leading provider of enterprise software solutions, using a community-powered approach to deliver high-performing Linux, cloud, container, and Kubernetes technologies. Spread across 40+ countries, our associates work flexibly across work environments, from in-office, to office-flex, to fully remote, depending on the requirements of their role. Red Hatters are encouraged to bring their best ideas, no matter their title or tenure. We're a leader in open source because of our open and inclusive environment. We hire creative, passionate people ready to contribute their ideas, help solve complex problems, and make an impact.**Inclusion at Red Hat**Red Hat's culture is built on the open source principles of transparency, collaboration, and inclusion, where the best ideas can come from anywhere and anyone. When this is realized, it empowers people from different backgrounds, perspectives, and experiences to come together to share ideas, challenge the status quo, and drive innovation. Our aspiration is that everyone experiences this culture with equal opportunity and access, and that all voices are not only heard but also celebrated. We hope you will join our celebration, and we welcome and encourage applicants from all the beautiful dimensions that compose our global village.**Equal Opportunity Policy (EEO)**Red Hat is proud to be an equal opportunity workplace and an affirmative action employer. We review applications for employment without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, ancestry, citizenship, age, veteran status, genetic information, physical or mental disability, medical condition, marital status, or any other basis prohibited by law.Red Hat does not seek or accept unsolicited resumes or CVs from recruitment agencies. We are not responsible for, and will not pay, any fees, commissions, or any other payment related to unsolicited resumes or CVs except as required in a written contract between Red Hat and the recruitment agency or party requesting payment of a fee.Red Hat supports individuals with disabilities and provides reasonable accommodations to job applicants. If you need assistance completing our online job application, email |** לפנייה למשרה יש להגיש מועמדות **|. General inquiries, such as those regarding the status of a job application, will not receive a reply.⚠הגש מועמדות באתר החברהמשרות דומות שיכולות לעניין אותך26/08/2025מרכז, 14.9 ק"מ ממיקומך👋 היי חברים, חברה גדולה פנתה אלי לסייע לה לחפש מועמדים מעולים לעולם ה-ai עבור כמה חברות טכנולוגיה שונות. התפקידים הפתוחים: מהנדס/ת ai - פיתוח והטמעת...26/08/2025תל אביב, 13.91 ק"מ ממיקומךBTC searchingOne of our clients, a rapidly scaling generative AI startup, is looking to hire a Senior AI Engineer to join their core engineering team. The comp...23/07/2025תל אביב, 13.91 ק"מ ממיקומךUnframe AI**Job Summary**As an AI Infrastructure Engineer, you'll work on the core of Unframe - building reusable AI services, scalable APIs, dynamic UI e...07/08/2025תל אביב, 13.91 ק"מ ממיקומךTattit.ioSoftware Engineer & AI Co-FounderTattit.io aiming to be the AI-powered platform revolutionizing how people find tattoo artists. Think _Spotify f...28/07/2025רעננהTexas Instruments**Job Description****Change the world. Love your job.**We are seeking an innovative engineer to pioneer AI-powered solutions that will rev...27/08/2025רעננהRed HatThe Principal Machine Learning Engineer - GenAI is responsible for hands-on design, development, and operation of large-scale systems and tool...16/08/2025תל אביב, 13.91 ק"מ ממיקומךSheba Medical Center, Tel HashomerA unique opportunity to join a leading healthcare organization as a Data & AI Engineer with a core focus on large-scale data engineering and ETL proce...16/08/2025נתניה, 15.3 ק"מ ממיקומךAxioma System Engineering and Integration**חברת אקסיומה הינה חברת הנדסת מערכת ופיתוח פתרונות תוכנה ואלגוריתמיקה. סביבת עבודה צעירה ותחומי הפעילות מגוונים ובחזית הטכנולוגיה. החברה מתרחבת וקולט...16/07/2025תל אביב, 13.91 ק"מ ממיקומךElbit Systems IsraelWireless Communication Algorithm Developerזיהוי דרישה: 4424מיקום גאוגרפי: מרכזחברה: ElbitSystemsעיר: חולוןElbit Systems ...קצת עלינוMploy הוא לוח דרושים מבוסס AI, שנועד לסייע למחפשי עבודה ולמעסיקים כאחד, תוך יצירת פלטפורמה חדשנית, איכותית המובילה את שוק העבודה בישראל.אנו מאגדים משרות עדכניות מאלפי מקורות בארץ, ומנגישים אותן ביעילות באמצעות סוכן AI חכם שמתאים משרות רלוונטיות למועמדים ומאפשר הגשת מועמדות בלחיצת כפתור.הפלטפורמה שלנו מציעה התאמות משרות מבוססות בינה מלאכותית עם אחוז התאמה אישי, קבוצות WhatsApp ייעודיות לפי תחום, ואפליקציה מתקדמת שמאפשרת חיפוש ושליחת קורות חיים מכל מקום ובכל זמן.Mploy אצלכם בוואטסאפ✨ רוצים להתעדכן בכל המשרות הכי שוות ישר לנייד?הצטרפו לקבוצות הוואטסאפ שלנו וקבלו את כל ההצעות המתאימות - בלי לחפש, ובלי לפספס. מחכים לכם! 📱😊

Mploy

הגש מועמדות