Rigorous trainer selection
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
- Triple validation: technical, pedagogical, sectoral.
- Minimum rating 4.8/5 over the last 12 sessions.
Training ONNX Robot Deployment in Enterprise
Trusted by — schools, companies and industrial groups
25,748 programs · 25 countries
Every program built with a dedicated engineer
Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.
Learning objectives
- Deploy ONNX models for robot deployment in enterprise on industrial embedded targets
- Optimize ONNX graphs with INT8 quantization and pruning to reduce latency
- Integrate ONNX Runtime inference into PLC and SCADA control loops
- Measure and guarantee latency SLAs under 10 ms on ARM targets
- Audit model drift risks and implement continuous monitoring
- Design a CI/CD pipeline for over-the-air updates of robotic models
Program
Module 1ONNX Conversion and Optimization (ONNX Runtime, TensorRT)
Convert PyTorch and TensorFlow models to ONNX, apply post-training quantization and pruning. Exercises on object detection models for mobile robots. Deliverable: first optimized binary measured for latency and memory footprint.
Module 2Real-Time ONNX Robot Deployment Integration (ROS 2, PLC)
Integrate ONNX Runtime into ROS 2 nodes and programmable logic controllers via C++ API. Tests on simulator then on real target with jitter measurement. Deliverable: ROS 2 package ready for deployment with documented latency.
View this trainingTraining ROS 2 (Humble / Iron / Jazzy)Module 3CI/CD Pipeline and Monitoring (Docker, Prometheus, Grafana)
Build multi-architecture Docker images, set up non-regression tests and a Prometheus dashboard. Over-the-air deployment on robot fleets. Deliverable: GitLab CI pipeline and model drift dashboard.
Module 4Predictive Maintenance Use Case (SCADA, Edge)
Deployment on edge gateway for predictive maintenance, validation of anomaly detection thresholds and reporting to SCADA system. Feedback on real latency incidents and iterative correction. Final deliverable: complete deployment report.
Evaluation method
- Multiple-choice quiz validating ONNX and optimization concepts
- Capstone project evaluated daily on latency and robustness criteria
- 15-minute final presentation to the group
Learning method
- Hands-on exercises on industrial ARM and GPU targets
- Real-world use cases provided by participants
- Quantified feedback from Learni projects
- Access to reference scripts and containers after the session
Methods, materials and delivery
The Training ONNX Robot Deployment in Enterprise program is delivered onsite or remote (blended-learning, virtual classroom, remote presence). At Learni, an industry-certified training organization, every program is built to maximize skills acquisition regardless of the chosen format.
The trainer alternates between demonstrative, interrogative and active methods (through hands-on labs and/or scenarios). This pedagogical approach guarantees concrete learning that's immediately applicable at work.
Equipment required
For the smooth delivery of the Training ONNX Robot Deployment in Enterprise program, the following equipment is required:
- Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, projector or interactive touch screen (for remote sessions)
- Training environments installed on workstations or accessible online
- Course materials, hands-on exercises and complementary resources
- Post-training access to materials and educational resources
For intra-company training on a site outside Learni, the client commits to providing all required teaching materials (computers, internet, etc.) for the smooth delivery of the program in line with the prerequisites in the communicated program.
* contact us for remote delivery feasibility** ratio varies depending on the program
Skills assessment methods
Assessment of skills acquired during the Training ONNX Robot Deployment in Enterprise program is performed through:
- During training: case studies, hands-on labs and professional scenarios
- End of training: self-assessment questionnaire and skills evaluation by the trainer
- After training: completion certificate detailing acquired skills
Program accessibility
Learni is committed to making its programs accessible. All our programs are accessible to people with disabilities. Our teams are available to adapt the pedagogical methods to your specific needs. Please contact us for any adjustment request.
Enrollment terms and lead times
Registration is possible up to 48 business hours before the start of training. All our programs are built for corporate L&D budgets and delivered onsite or remotely.
The Learni story
Founded by engineers and learning experts, Learni's mission is to make high-impact tech training accessible to teams everywhere. We work remotely with organizations across the US and Canada, in your time zone, to help teams upskill fast.
Our method
Training quality, guaranteed at every step
Before, during, after: we frame the brief, introduce the trainer, tailor the content and measure impact. You stay in control from kickoff to wrap-up.
You meet the trainer beforehand
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
- Live briefing on goals and team context.
- Veto right — we swap the trainer for free if needed.
Content tailored to your context
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
- Hands-on cases drawn from your stack and projects.
- Program co-written then validated by your team.
Continuous quality follow-up
Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.
- NPS, knowledge quizzes and skills self-assessment.
- Satisfaction guarantee: fully satisfied or free rework.
A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.
Our social commitment
A school kit donated to a child for every training booked
To fight inequalities in access to education, Learni donates a complete school kit to a child in need for every training booked. You build your skills, a child heads back to school.
- Backpack, notebooks and essential supplies
- Distributed through our partner charities
- Included, at no extra cost to you
FAQ
Frequently asked questions
Which tools are used in ONNX Robot Deployment in Enterprise training?+
Hands-on work runs on ONNX Runtime, tensorRT, ROS 2, PLC, docker and prometheus. Those tools come from the ONNX Robot Deployment in Enterprise program itself, delivered on site over 4 days, so participants practise on the stack they will use at work.
What can participants do after ONNX Robot Deployment in Enterprise training?+
They can deploy ONNX models for robot deployment in enterprise on industrial embedded targets, optimize ONNX graphs with INT8 quantization and pruning to reduce latency and integrate ONNX Runtime inference into PLC and SCADA control loops. Those are the stated objectives of the ONNX Robot Deployment in Enterprise program at Intermediate level, checked by the end-of-session assessment.
What does the ONNX Robot Deployment in Enterprise program cover, day by day?+
Day 1: ONNX Conversion and Optimization (ONNX Runtime, TensorRT). Day 2: Real-Time ONNX Robot Deployment Integration (ROS 2, PLC). Day 3: CI/CD Pipeline and Monitoring (Docker, Prometheus, Grafana). Day 4: Predictive Maintenance Use Case (SCADA, Edge). The ONNX Robot Deployment in Enterprise program runs over 4 days, delivered on site.
How is ONNX Robot Deployment in Enterprise training assessed?+
Assessment relies on multiple-choice quiz validating ONNX and optimization concepts, capstone project evaluated daily on latency and robustness criteria and 15-minute final presentation to the group. Learni issues a completion certificate together with the individual assessment report at the end of the ONNX Robot Deployment in Enterprise program, which an L&D team can file as evidence.
How much does ONNX Robot Deployment in Enterprise training cost per participant?+
ONNX Robot Deployment in Enterprise training is priced on quote. The amount depends on headcount, format and how far the syllabus is tailored to your team. A detailed quote is sent within one business day, and team pricing covers the whole group from the second participant.ONNX Robot Deployment in Enterprise training costs $4,620 per participant. For an in-company team, the flat rate starts at $7,865 for the whole group, up to 8 people. The detailed quote, sent within one business day, adjusts the amount to the format and how far the syllabus is tailored to your team.
How long does ONNX Robot Deployment in Enterprise training take?+
4 days, available live online (US time zones) or on-site at your offices. Half-day tracks spread over several weeks are possible so the team stays operational.
Who pays for ONNX Robot Deployment in Enterprise training?+
Most US teams pay directly through their company L&D or training budget. Learni invoices in US dollars and accepts bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
What do participants need to know before ONNX Robot Deployment in Enterprise training?+
Proficiency in Python, basic knowledge of neural networks, and experience with at least one robotics framework such as ROS.
Is a certificate issued after ONNX Robot Deployment in Enterprise training?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report. Learni is a certified training provider and prepares for third-party certifications, but does not award them itself.
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