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.
Describe your need, get a tailored program and a pre-filled quote in 3 min. A 100% free call with an advisor.
Founded by passionate learning and innovation experts, Learni's mission is to make professional training accessible to everyone, anywhere in the world. Our team operates in major hubs — London, New York, Boston — and internationally, to support talents and organizations in upskilling.
Don't let this gap widen
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.
In-depth analysis of classic limitations of RAG systems, identification of hallucinations via automated audits with RAGAS and TruLens, hands-on with Corrective RAG to correct retrieval in real-time, practical exercises on real enterprise datasets, creation of a first corrective pipeline with immediate trainer feedback, production of a personal diagnostic report.
Exploration of advanced self-correction techniques on retrieval, implementation of hybrid rerankers with ColBERT and cross-encoders, optimization of dynamic embeddings via FAISS and Pinecone, real enterprise cases on large knowledge bases, development of a testable corrective module, validation by precision/recall metrics, delivery of a refined prototype ready for integration.
Deployment of post-generation correction mechanisms with LLM-as-judge, setup of dynamic grounding against reliable sources, training of internal critics for self-correction, exercises on critical scenarios like medical or legal Q&A, use of tools like Guardrails and NeMo Guardrails, implementation of a complete Corrective RAG workflow, evaluation by personalized benchmarks.
Design of modular Corrective RAG architectures with LangGraph and Haystack, integration of real-time monitoring via Prometheus and LangSmith, management of multi-agent workflows for collaborative corrections, enterprise use cases on chatbots and virtual assistants, development of a system resilient to prompt injection attacks, load testing and GPU cost optimization, production of a deployable blueprint.
Production deployment with Docker, Kubernetes, and FastAPI for Corrective RAG pipelines, CI/CD setup via GitHub Actions for continuous updates, holistic evaluation by A/B testing and human evaluation, resolution of real challenges like latency and token cost, finalization of the red thread project with expert code review, preparation for skill certification, delivery of resources for autonomous maintenance.
The Training Corrective RAG - Eliminate LLM Hallucinations in Production program is delivered onsite or remote (blended-learning, e-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.
For the smooth delivery of the Training Corrective RAG - Eliminate LLM Hallucinations in Production program, the following equipment is required:
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.
Assessment of skills acquired during the Training Corrective RAG - Eliminate LLM Hallucinations in Production program is performed through:
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.
Learni programs are available inter-company and intra-company, onsite or remote. Enrollments are possible up to 48 business hours before the program starts. Our programs are eligible for corporate funding paths. Contact us to discuss your training project and funding options.
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
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.
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.
A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.
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Data ScienceIndustry-certified30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.