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.
Advanced installation of XGBoost with GPU support and Dask integration for scaling, in-depth exploration of decision trees and iterative boosting on massive datasets, practical modeling exercises on real customer churn cases, initial tuning of parameters like tree_method and subsample to accelerate training, production of first models with precise metrics such as AUC-ROC, and comparative analysis with scikit-learn to validate precision gains.
Deep dive into optimizing hyperparameters like learning_rate, max_depth, and gamma using automated grid search and Bayesian tools such as Optuna, implementation of early stopping techniques to prevent overfitting on large datasets, practical workshops on Kaggle competitions to replicate top-tier scores, generation of visual reports with SHAP to interpret impacts, and creation of reusable custom pipelines for enterprise use, boosting precision by 15-20% from the first iteration.
Development of engineered features with categorical embeddings and optimized polynomial interactions for XGBoost, integration of SHAP for explainability and detection of toxic features, expert comparison with LightGBM on execution time and scalability, exercises on real tabular datasets like fraud detection, implementation of stratified k-fold cross-validation with time-series split, production of actionable feature importance plots for business teams, and iterative refinement leading to models surpassing standard benchmarks.
Export of XGBoost models to ONNX for multi-platform interoperability and serverless deployment with MLflow, configuration of CI/CD pipelines for automatic refresh on new data, workshops on drift monitoring with Evidently AI and custom alerting, real-world cases of real-time scoring in finance, final optimization for ultra-fast inference in edge computing, delivery of complete assets including Docker images and Grafana dashboards, ensuring smooth production rollout and immediate ROI in enterprise settings.
The XGBoost Training - Optimizing Advanced Predictive Models 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 XGBoost Training - Optimizing Advanced Predictive Models 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 XGBoost Training - Optimizing Advanced Predictive Models 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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