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.
Training Azure Machine Learning - Deploy Scalable AI Pipelines
Trusted by — schools, companies and industrial groups
Every program built with a dedicated engineer
Learning objectives
- Master Azure ML Studio for professional certifying workflows
- Develop automated data and model training pipelines
- Implement MLOps with scalable deployment on ACI and AKS
- Optimize AI models via hyperparameter tuning and AutoML
- Configure monitoring and governance for enterprise environments
- Deploy end-to-end ML applications with security and compliance
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 Azure Machine Learning mastery, teams lose 50% of time on manual deployments, with 40% production errors costing 100k€/an in downtimes.
In 2026, 65% of enterprise AI incidents linked to failing MLOps hinder innovation and competitiveness.
Data scientists without Azure certification see their careers stagnate, 70% of recruiters prioritizing cloud ML experts.
Every quarter without advanced skills exposes teams to market losses estimated at 25% CA.
Act now to secure your AI pipelines.
Program
Module 1Azure Machine Learning Pipelines: Automate Advanced Workflows (Studio, Python SDK, datasets)
Dive into Azure ML Studio to design end-to-end pipelines, configure large datasets and automated experiments via Python SDK, complete practical exercises on real-world cases such as predictive maintenance in enterprise settings, integrate advanced feature engineering and hyperparameter tuning, produce deliverables including performance metrics, visualizations, and audit-ready reports, transform your skills into immediate business assets.
Module 2Azure Machine Learning MLOps: Deploy and Monitor in Production (Model Registry, ACI/AKS, Drift Detection)
Master the Model Registry to version and deploy models on ACI or AKS, implement CI/CD pipelines with GitHub Actions and Azure DevOps, configure advanced monitoring for drift detection and model explanations via InterpretML, test on real enterprise scenarios such as real-time credit scoring, generate Application Insights dashboards and secure rollback plans, acquire certifying skills to scale your AI projects in production without downtime or excessive costs.
Evaluation method
- Certifying MCQ to validate acquired knowledge at end of training
- Continuous evaluation through practical MLOps exercises
- Defense of red thread project: deployed AI pipeline
Learning method
- Courses by Azure ML expert trainer certified by Microsoft
- Practical exercises on real enterprise cases in Azure
- Red thread project: ML pipeline from A to Z
- Full course support with unlimited online resources
Methods, materials and delivery
The Training Azure Machine Learning - Deploy Scalable AI Pipelines 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 Azure Machine Learning - Deploy Scalable AI Pipelines 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 Azure Machine Learning - Deploy Scalable AI Pipelines 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 Azure Machine Learning - Deploy Scalable AI Pipelines training cost?+
The price is $2,625 (USD) per participant. A detailed quote is sent within one business day.
How long is the Training Azure Machine Learning - Deploy Scalable AI Pipelines training?+
The training lasts 2 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 Python mastery, Machine Learning basics, Azure experience and active account
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.
Your professional training, anywhere
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