Our client is building vision agents for large venues such as hotels and casinos— powering real-time video analytics and intelligent surveillance across hundreds of camera streams. Our systems run on-prem in some of the largest resorts in Las Vegas, and many more in the pipeline. They're a highly technical team shipping deep tech into one of the most operationally demanding and dynamic environments. The Role We're looking for a
Forward Deployed ML Engineer
who blends strong technical ML/CV ability with comfort deploying systems in the field. You will own our real-time vision pipelines end-to-end and be the technical face of the client's inside casinos. This role is
not
a back-office research job. You will:
Ship models into production Debug production pipelines at client sites Build new ML features ranging from classical ML, computer vision and LLMs Work hands-on with GPU servers & multi-camera systems Collaborate with customer surveillance teams and distribution partners
If you love solving real-world problems in messy environments, this is your role. What You'll Do
Train, tune,



and update/deploy deep learning models at client sites Maintain low-latency inference pipelines on-premise using PyTorch, ONNX, and TensorRT and Triton. Build training data processing pipelines, QA/QC labeling and coordinate work with our labelling teams Work closely with customers and with the product manager to experiment and ship new features 2-3 years of experience in machine learning
with strong knowledge about not just deep learning but also classical ML (You're an ML engineer first — someone who can train models, tune them, debug them in the wild, and build the software around them to make them production-ready.). Strong skills in
Linux, Docker, and shipping models
as services. Comfortable working in live production environments with minimal supervision. A
startup mindset
— resourceful, adaptable, and excited to work across ML, backend, and DevOps boundaries.
Nice to Have Experience w

📌 Forward Deployed Engineer (Naucalpan de Juárez)
🏢 Zipdev
📍 Naucalpan de Juárez