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.
1 seat held for the next session
30:00Held for another
Request a call back and an advisor reaches you within 24 business hours, Monday to Saturday.
Trusted by — schools, companies and industrial groups
Every program built with a dedicated engineer
Learning objectives
- Master the Three Lines Model to structure compliance within certified professional training.
- Develop ethical competencies in ML pipelines for the enterprise.
- Design MLOps controls integrating the IIA model into AI projects.
- Implement compliance audits on TensorFlow and PyTorch models.
- Optimize ethical governance to reduce production risks.
- Deploy compliance processes aligned with 2026 standards.
Our social commitment
A school kit donated to a child for every training
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
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.
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.
Program
Module 1Theme: Ethics & Three Lines Model in MLOps (TensorFlow, audits, deliverables)
Participants explore the Three Lines Model applied to ML pipelines. They analyze concrete cases of ethical governance with TensorFlow, identify lines of defense and produce a compliance risk mapping. Practical exercises on bias detection and model traceability deliver a diagnostic ready for enterprise use.
Module 2Theme: Compliance & Three Lines Model with PyTorch (processes, reporting, deliverables)
This day focuses on integrating the IIA model into PyTorch workflows. Learners configure automated controls, perform ethical reporting exercises and simulate internal audits. They deliver a documented compliance framework including metrics and validation processes suited to professional MLOps projects.
Module 3Theme: 2026 Three Lines Model Deployment (MLOps, scaling, deliverables)
Experts deploy a complete architecture combining ethics, compliance and the Three Lines Model. They optimize TensorFlow and PyTorch pipelines, test scaling scenarios and validate final deliverables. Concrete business cases result in an action plan certifying the skills acquired during training.
Evaluation method
- Quiz validating Three Lines Model knowledge
- Practical case study with ethical deliverables
- Defense of the MLOps compliance plan
Learning method
- Immediate application of the Three Lines Model in an ML context
- Concrete tools for TensorFlow and PyTorch compliance audits
- Methods for ethical governance in the enterprise
- Deliverables ready for deployment after training
Methods, materials and delivery
The Training Ethics Compliance - Three Lines Model Expert 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 Ethics Compliance - Three Lines Model Expert 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 Ethics Compliance - Three Lines Model Expert 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.
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.
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FAQ
Frequently asked questions
How much does the Training Ethics Compliance - Three Lines Model Expert training cost?+
The individual price is $3,675 (USD). The team / on-site group package is shown on the course page. A detailed quote is sent within one business day.
How long is the Training Ethics Compliance - Three Lines Model Expert training?+
The training lasts 3 journées, available live online (US time zones) or on-site at your offices.
How is this training paid for?+
Most US teams pay directly through their company (L&D or training budget). We invoice in US dollars and accept bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
Are there any prerequisites?+
Advanced mastery of TensorFlow or PyTorch, experience in MLOps deployment and knowledge of governance frameworks.
Is a certificate delivered at the end?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report.
Does Learni provide the equipment?+
No. A computer and stable internet connection are required for the participant. Learni provides the educational platform, the trainer and all course materials.
On-site & remote
This training across cities
Available on-site and remotely. Pick your city to see the local training center.
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