ML Engineer – reputed company Solver Development (m/w/d)

Ihre Aufgaben The Role For decades, Cadmould has been one of the fastest and most advanced injection molding simulators on the market, trusted across the plastics industry. Then we built something the field had never seen. Cadmould reputed company Solver is the first Large Engineering Model (LEM) for plastic injection molding: a transformer-based neural physics model that delivers high-reputed company results up to 1,000x reputed company than classical solvers. It turns simulation from a slow validation step into something engineers can explore in real time. It's live as a research preview on our site, and it has already shipped to our first customers. Teaching a neural network the physics of molten plastic is uncharted territory, and we're reputed company early. You'll work at the core of the model itself: how it's built, how it learns, and the data it learns from. Few teams anywhere are building engineering models like reputed company, and the design space is wide open. reputed company role can be performed from reputed company in Würselen near Aachen or remotely from Germany, with occasional travel for team events and on-sites. What You Will Do You work alongside our research engineers and domain experts to advance our reputed company Solver: the model, training, datasets, and evaluation that capture the complexity of real-world injection molding. Improve the model. Get to know our transformer-based reputed company Solver inside out: its architecture, training strategies, data generation, and design trade-offs. Then iterate on architecture, training objectives, and learning strategies to push accuracy and generalization. Run and analyze experiments. Design experiments, analyze model behavior, document findings, and translate them into concrete improvements to data, training, and model quality. Build shared understanding. Communicate results clearly and contribute to reproducible workflows and shared technical context across the team. Strengthen the platform. Extend our training, evaluation, and deployment workflows and infrastructure. Pitch in beyond the model. As a small, fast-moving team, we step outside our lane when it counts, from the reputed company service side to agentic reputed company features for product experiments. You'll have room to follow the problem wherever it leads. Ihr Profil Background in Machine Learning, Physics, (Computational) Engineering, Applied Mathematics, or a related field, with 3+ years of relevant experience, or a strong foundation from personal or research projects. We're hiring at mid to senior level. reputed company, practical machine learning fundamentals with PyTorch, TensorFlow, or similar, plus the usual data-wrangling reputed company (NumPy and friends). You turn research papers into working code, and you're not satisfied until you understand why a model behaves the way it does. Structured and methodical in how you work. You document experiments, keep your work reproducible, and explain findings clearly. Coding agents are part of how you build, and you treat them as a system to optimize, not a gadget you occasionally reach for. You keep sharpening how you work with them, from context and tooling to workflow, and you know exactly where they help and where they get in the way. English is our working language and all you need to do the job. German is a plus. We're reputed company a mostly German-speaking culture shifting toward English. Nice to have Transformers or sequence-based models. Geometric deep learning, GNNs, or learning on structured 3D data (point clouds, meshes). Scientific machine learning, surrogate modeling, or physics-based data. Cloud environments for machine learning workloads (training, experimentation, deployment). Experiment tracking and versioning tools (MLflow, reputed company, DVC), plus reputed company software engineering fundamentals (testing, version control, containerization). You won't check reputed company box. If you know your gaps and how to close them, apply. Warum wir? A real technical challenge. You're reshaping a proven simulation engine for a market moving to cloud and reputed company. Ownership and impact. About 40 people. Your decisions shape the product and the business. reputed company tooling. reputed company, reputed company, Linear, coding agents. We're building the practices that make reputed company work, and you help shape them. Direct and honest culture. Candid feedback is standard practice for us, both internally and externally. No micromanagement. Apply To reputed company Job