Training Ethos-U Hailo Accelerators - Optimizing IoT Inference

$4,620

  • 4 days
  • Remote
  • 10 people max.
Ref: WFB321
10 people max.
$4,620
In-company rate: from $7,865 for the whole team
On-site and certification exam on quote
4 days
Remote

Don't let this gap widen

Why this program matters

  • Without this upskilling, your team accumulates a technological gap that translates directly into productivity loss.

  • Organizations that don't train their talents on key topics see their competitiveness drop.

  • Every quarter without training is a gap widening with competitors who invest.

  • The cost of inaction quickly exceeds that of well-targeted training.

Célian Lebacle, Learni trainer · Web & mobile expert
Célian Lebacle

Learni trainer · Web & mobile expert

73%productivity gap
×3cost of inaction
Flag of the United StatesBuilt for US teams
Payment by wire transferEnhanced confidentialityPerfect for companies with 50 to 500 employeesScheduling to fit any time zone

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Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.

Ethos-U Hailo Accelerators training objectives

  • Master the Ethos-U and Hailo neural network accelerators through professional training for operational IoT skills.
  • Compare available accelerators based on the operators they actually support.
  • Compile a model for a dedicated unit and read its compilation report.
  • Identify layers that fall back to the processor and their impact on latency.
  • Measure the performance-to-power consumption ratio of each solution.
  • Select an accelerator based on the model rather than the reverse.

Program

Ethos-U Hailo Accelerators curriculum: 4 modules over 4 days

Module 1 : Accelerator Evaluation (Ethos-U, Hailo)

Comparative analysis of Ethos-U and Hailo units on real models. Measurement of latency, memory usage, and energy per inference. Hands-on exercises on embedded targets with profiling tools. Concrete cases of rejecting resource-intensive models. Deliverables include performance tables and recommendations.

Module 2 : Compilation and Report Analysis (Dedicated Compilers)

Model compilation for dedicated units and in-depth review of generated reports. Identification of supported operators and layers falling back to the processor. Practical work on multiple architectures with latency impact measurements. Case study on model adjustments for better hardware fit.

Module 3 : Performance and Power Measurement (Benchmarking Tools)

Systematic measurement of the performance-to-power ratio on each solution. Deployment of benchmarks on real targets and results analysis. Exercises comparing precise models with optimized models. Deliverables include graphs and data-driven selection decisions.

Module 4 : Final Selection and Deployment (Ethos-U, Hailo)

Accelerator selection based on the model rather than the reverse. Full integration on an embedded platform with final validation. Practical deployment cases and tuning for optimal latency and energy. Summary of purchase error risks and best practices for IoT projects.

How Ethos-U Hailo Accelerators skills are assessed

  • Latency and power measurements on real targets
  • Compilation reports analyzed and reviewed
  • Justified accelerator selection for a given use case

How the Ethos-U Hailo Accelerators course is taught

  • Objective comparison of accelerators
  • Model compilation and report analysis
  • Performance and power measurement
  • Unit selection based on the model

Ethos-U Hailo Accelerators training: access and practical arrangements

The Training Ethos-U Hailo Accelerators - Optimizing IoT Inference 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 Ethos-U Hailo Accelerators - Optimizing IoT Inference 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 Ethos-U Hailo Accelerators - Optimizing IoT Inference 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

How Learni guarantees the quality of your Ethos-U Hailo Accelerators training

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.

Step 1

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.
Step 2

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.
Step 3

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.
Step 4

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.

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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
Enroll and offer a kit
FAQ

Ethos-U Hailo Accelerators: frequently asked questions

Which tools are used in Ethos-U Hailo Accelerators training?+
Hands-on work runs on ethos-U, hailo, dedicated Compilers and benchmarking Tools. Those tools come from the Ethos-U Hailo Accelerators program itself, delivered remotely over 4 days, so participants practise on the stack they will use at work.
What can participants do after Ethos-U Hailo Accelerators training?+
They can master the Ethos-U and Hailo neural network accelerators through professional training for operational IoT skills, compare available accelerators based on the operators they actually support and compile a model for a dedicated unit and read its compilation report. Those are the stated objectives of the Ethos-U Hailo Accelerators program at Advanced level, checked by the end-of-session assessment.
What does the Ethos-U Hailo Accelerators program cover, day by day?+
Day 1: Accelerator Evaluation (Ethos-U, Hailo). Day 2: Compilation and Report Analysis (Dedicated Compilers). Day 3: Performance and Power Measurement (Benchmarking Tools). Day 4: Final Selection and Deployment (Ethos-U, Hailo). The Ethos-U Hailo Accelerators program runs over 4 days, delivered remotely.
How is Ethos-U Hailo Accelerators training assessed?+
Assessment relies on latency and power measurements on real targets, compilation reports analyzed and reviewed and justified accelerator selection for a given use case. Learni issues a completion certificate together with the individual assessment report at the end of the Ethos-U Hailo Accelerators program, which an L&D team can file as evidence.
How much does Ethos-U Hailo Accelerators training cost per participant?+
Ethos-U Hailo Accelerators 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 Ethos-U Hailo Accelerators 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 Ethos-U Hailo Accelerators 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 Ethos-U Hailo Accelerators training?+
Mastery of convolutional neural networks, experience with embedded Linux and cross-compilation.
Is a certificate issued after Ethos-U Hailo Accelerators 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.
Does Learni provide the equipment for Ethos-U Hailo Accelerators training?+
No. A computer and a stable internet connection are required for each participant. Learni provides the learning platform, the trainer and all course materials.
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