Private AI Deployment
Deploy AI without compromising data sovereignty. Enterprise APIs, private instances, and self-hosted options.
Overview
Public AI tools process data on external servers. For many organisations, that's unacceptable. This technical course covers private AI deployment options—from API configurations that minimise data exposure to fully self-hosted open-source models. Includes hands-on experience with Fractium, Echofold's GDPR-compliant AI platform.
Designed for
Prerequisites
Infrastructure/DevOps experience, familiarity with cloud platforms or on-premise deployment
Learning outcomes
Course structure
The Data Sovereignty Challenge
09:00-09:45Where does data go? Training data concerns. Regulatory requirements. Risk assessment.
Private AI Options Landscape
09:45-10:30Enterprise API tiers. Private instances. Self-hosted models. Trade-offs matrix.
Enterprise API Configuration
10:45-11:30Zero data retention. Private endpoints. VPC connectivity. Compliance certifications.
Hands-On: Fractium Platform
11:30-12:15Deploy and use Echofold's GDPR-compliant AI platform. EU-hosted. No data training.
Self-Hosted LLM Options
13:00-14:00Llama, Mistral, and alternatives. Hardware requirements. Performance trade-offs.
Infrastructure & Operations
14:00-14:45Deployment patterns. Scaling. Monitoring. Updates and maintenance.
Security & Access Control
15:00-15:45Authentication. Authorisation. Audit logging. Data handling policies.
Workshop: Design Your Private AI Architecture
15:45-16:30Create a private AI deployment plan for your organisation.
What participants receive
Delivery options
On-site
We come to your offices. Ideal for team-wide training.
Remote
Live virtual sessions. Full interaction with instructors.
Dublin venue
Join scheduled sessions at our training facility.
Enquire about Private AI Deployment
Request this course for your team. We'll follow up with availability, pricing for your group size, and answer any questions.
We respond within 24 hours with a tailored proposal
Flexible scheduling for on-site, remote, or hybrid delivery
Volume discounts available for larger groups
Enquire about this course
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Frequently asked questions
Is lunch included in the training?
Yes. All full-day training sessions include a catered lunch, as well as refreshments throughout the day. Please inform us of any dietary requirements when booking.
Where are you located?
Our training facility is located in Dublin city centre. You can find us on Google Maps. For on-site training, we travel to your premises anywhere in Ireland.
What materials are provided?
All participants receive comprehensive course materials, including presentation slides, reference guides, templates, and access to our resource library. Materials are provided digitally and remain accessible after the course.
Can courses be customised for our organisation?
Absolutely. We offer bespoke training programmes tailored to your industry, workflows, and specific objectives. Please contact us to discuss your requirements and we will prepare a customised proposal.
What is the minimum group size?
The minimum group size for private training is two participants. For larger groups exceeding 25 participants, we recommend splitting into multiple sessions to ensure optimal engagement and interaction.
What are the payment terms?
We require a 50% deposit upon booking confirmation, with the balance due seven days prior to the training date. We accept bank transfer and all major credit cards. Volume discounts are available for larger bookings.
What is your cancellation policy?
Cancellations made more than 14 days before the scheduled date are eligible for a full refund. Cancellations within 14 days may be rescheduled at no additional cost, subject to availability. We understand circumstances change and will work with you to find a suitable alternative.