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Founded by passionate advocates of learning and innovation, Learni set out to make professional training accessible to everyone, everywhere in the world. Our team works in the largest cities such as Paris, Lyon, Marseille, and internationally, to support talents and organizations in their skills development.
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30 free minutes with a training advisor — no commitment.
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The High Availability Training - Deploying Resilient 24/7 AI training is delivered in-person or remotely (blended-learning, e-learning, virtual classroom, remote in-person). At Learni, a Qualiopi-certified training organization, each program is designed to maximize skills acquisition, regardless of the training mode chosen.
The trainer alternates between demonstrative, interrogative, and active methods (through practical exercises and/or real-world scenarios). This pedagogical approach ensures concrete and directly applicable learning in the workplace.
To ensure the quality of the High Availability Training - Deploying Resilient 24/7 AI training, Learni provides the following teaching resources:
For in-house training at a location external to Learni, the client ensures and commits to having all necessary teaching materials (IT equipment, internet connection...) for the proper conduct of the training action in accordance with the prerequisites indicated in the communicated training program.
The assessment of skills acquired during the High Availability Training - Deploying Resilient 24/7 AI training is carried out through:
Learni is committed to the accessibility of its professional training programs. All our training programs are accessible to people with disabilities. Our teams are available to adapt teaching methods to your specific needs. Do not hesitate to contact us for any accommodation request.
Learni training programs are available for inter-company and intra-company settings, both in-person and remote. Registration is possible up to 48 business hours before the start of training. Our programs are eligible for OPCO, Pôle emploi, and FNE-Formation funding. Contact us to discuss your training project and funding possibilities.
Discover expert principles of active-passive redundancy and multi-master applied to AI pipelines, through practical workshops on Minikube and custom Helm charts for TensorFlow models. Analyze real outage cases from tech leaders, build your first failover diagrams, test node crash scenarios with tools like Chaos Mesh, and generate resilience reports, while integrating predictive metrics to anticipate downtimes in Deep Learning production environments.
Dive into automated deployment of high availability AI services, using Terraform to provision resilient EKS/AKS clusters. Configure Istio for advanced traffic management on prompt generation APIs, simulate extreme loads with Locust on GPT-like models, implement custom health checks and circuit breakers, analyze ELK Stack logs for rapid debugging, and produce enterprise-ready Ansible playbooks, ensuring seamless continuity during AI inference peaks.
Finalize your skills with backup strategies and Disaster Recovery Plans for distributed AI architectures. Integrate Prometheus and Thanos for long-term monitoring on NVIDIA GPU fleets, develop AIOps predictive alerts based on ML to detect anomalies in Prompt Engineering, test complete restores in under 15 minutes via Velero, optimize costs with resilient spot instances, and validate through a capstone project simulating a major outage, delivering a certifiable blueprint for enterprise deployment.
Target audience
Senior AI architects, Deep Learning DevOps engineers, ML infrastructure managers, and Prompt Engineering leads seeking advanced skills in critical resilience for the enterprise.
Prerequisites
Advanced mastery of Kubernetes and Docker, deployment of AI models in production, management of distributed clusters, and basic knowledge of Prometheus/Grafana monitoring.
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