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.
Learning objectives
- Understand the functioning and principles of XGBoost
- Master the installation, use, and configuration of the XGBoost package in Python
- Know how to prepare, clean, and transform data for XGBoost
- Perform regression and classification tasks with XGBoost
- Optimize model performance through hyperparameter tuning and cross-validation
- Interpret and leverage results using explainability and robust evaluation
- Use XGBoost on real-world cases and large data volumes
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 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.
Program
Module 1XGBoost Fundamentals and Data Preparation
Presentation of XGBoost and its history. Principle of gradient boosting, differences with Random Forest, introduction to the Python library. Types of problems addressed. Preparation and cleaning of datasets, handling missing variables, transformation and encoding. Manipulation of XGBoost DMatrix. First trials of simple classification and regression models. Practical examples step by step.
Module 2Parameterization, Training, and Optimization of XGBoost Models
Detailed presentation of main XGBoost hyperparameters (max_depth, learning_rate, n_estimators, subsample, colsample_bytree, etc.) and their effects. Setting up automatic cross-validation and Grid Search for optimization. Identifying and managing overfitting. Using appropriate evaluation metrics (AUC, accuracy, log-loss, RMSE). Practical exercises with advanced tuning and result interpretation.
Module 3Explainability, Advanced Applications & Deployment
Explainability of XGBoost models (feature importance, SHAP, visualization). Preventing and analyzing overfitting, handling imbalanced data, advanced preprocessing techniques for XGBoost. Sectoral examples (finance, health, industry). Export, saving, and deploying an XGBoost model in production. Best practices for scaling (big data). Practical cases and mini-projects throughout the day.
Evaluation method
- Completion of a mini real-world application project with explainability report
- Quiz to validate acquired knowledge at the end of the session
- Collective correction of exercises during the training
Learning method
- Alternation of theoretical presentations and hands-on practice on computer
- Application exercises from real business cases
- Detailed course materials, provided Python scripts, and educational datasets
Methods, materials and delivery
The Training: Mastering XGBoost: Advanced Modeling for Data Science 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: Mastering XGBoost: Advanced Modeling for Data Science 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: Mastering XGBoost: Advanced Modeling for Data Science 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.
Suggestions
You might
like these too.
Data ScienceIndustry-certifiedTraining Google Data Studio Expert - Advanced Automated Dashboards
$1,155Net of tax
Data EngineeringIndustry-certifiedTraining Airflow Expert - Orchestrate Data Pipelines at Scale
$2,310Net of tax
Web DevelopmentIndustry-certifiedTraining Python Intermediate - Automate Your Tasks in 3 Days
$3,465Net of tax
Data AnalysisIndustry-certifiedTraining Looker Intermediate - Create Advanced BI Dashboards
$2,310Net of tax
Data Science
More programs in Data Science.
Data ScienceIndustry-certifiedARKit Training - Mastering AR for Immersive Data Visualization
$4,620Net of tax
Data ScienceIndustry-certifiedAdvanced Pandas Training - Optimize Your Analyses of Massive Data
$4,620Net of tax
Data ScienceIndustry-certifiedAdvanced R Training - Master Complex Data Analyses
$1,155Net of tax
Data ScienceIndustry-certifiedAdvanced R Training - Master Complex Statistical Models
$3,465Net of tax
Data ScienceIndustry-certifiedAdvanced R Training - Master Models and Automation
$1,155Net of tax
Data ScienceIndustry-certifiedAmplitude Training - Optimizing Advanced Product Analyses
$1,286Net of tax
Web Development
More programs in Web Development.
Web DevelopmentIndustry-certifiedAPI Security Testing with the OWASP API Security Top 10
$2,310Net of tax
Web DevelopmentIndustry-certifiedAPNs Training - Expert Scaling iOS Push Notifications
$2,310Net of tax
Web DevelopmentIndustry-certifiedASP.NET Core : Maîtriser le Développement Web Moderne
$5,775Net of tax
Web DevelopmentIndustry-certifiedATDD : Maîtriser l’Acceptance Test Driven Development en équipes agiles
$3,465Net of tax
Web DevelopmentIndustry-certifiedAWS IoT Core : Maîtrisez la gestion intelligente des objets connectés
$3,465Net of tax
Web DevelopmentIndustry-certifiedAWS Security Hub : Maîtriser la sécurité cloud avec AWS
$2,310Net of tax
Programming Languages
More programs in Programming Languages.
Programming LanguagesIndustry-certifiedAdvanced COBIT Training - Master IT Governance
$4,620Net of tax
Programming LanguagesIndustry-certifiedAdvanced Rust Training - Master Concurrency and Performance
$4,620Net of tax
Programming LanguagesIndustry-certifiedAdvanced Rust Training - Master Concurrency and Performance
$5,775Net of tax
Programming LanguagesIndustry-certifiedApprendre F# : Fondamentaux et Prise en Main pour Développeurs .NET
$3,465Net of tax
Programming LanguagesIndustry-certifiedApprendre Go : Les Essentiels de la Programmation Golang pour Développeurs
$3,465Net of tax
Programming LanguagesIndustry-certifiedApprendre Scala : Maîtriser les Fondamentaux et la Programmation Fonctionnelle
$3,465Net of tax
Automation & RPA
More programs in Automation & RPA.
Automation & RPAIndustry-certifiedAdministrez votre Infrastructure IT avec SaltStack : Déploiement, Configuration et Automatisation
$3,465Net of tax
Automation & RPAIndustry-certifiedAdvanced Ansible Training - Automate Complex Infrastructures
$2,310Net of tax
Automation & RPAIndustry-certifiedAdvanced Bash Training - Automate Professional Sysadmin Tasks
$1,155Net of tax
Automation & RPAIndustry-certifiedAnsible Initiation Training - Automate Your IT Deployments
$2,310Net of tax
Automation & RPAIndustry-certifiedArduino Initiation Training - Create Your First DIY Robots
$5,775Net of tax
Automation & RPAIndustry-certifiedArgo Workflows : Automatisation Avancée des Processus sur Kubernetes
$2,310Net of tax
GO DEEPER
Blog articles on Data & BI.
Our weekly insights on the topic, by Learni experts.
CertificationsPower BI Training: Certifications and Career Paths to Master in April 2026
As businesses increasingly rely on data-driven decisions, Power BI stands out as a leading tool for analytics and visualization. With updates in Microsoft Fabric, professionals preparing for April 2026 must focus on targeted training and certifications to advance their careers.
Professional TrainingHow to Become an AI Engineer: Complete Roadmap for March 2026
In the rapidly evolving world of artificial intelligence, becoming an AI engineer by March 2026 requires a structured approach combining foundational knowledge, practical skills, and emerging trends. This roadmap outlines the essential steps to launch your career.
Professional TrainingSoftware Development Training in Louisville — January 2025 | Learni
Discover why January 2025 is the perfect time for software development training in Louisville with Learni. Upskill in Python, JavaScript, React, DevOps, and fullstack development for career changes or developer advancement. Certified programs with funding options and proven results.
FAQ
Frequently asked questions
How much does the Training: Mastering XGBoost: Advanced Modeling for Data Science training cost?+
The individual price is $3,465 (USD). A detailed quote is sent within one business day.
How long is the Training: Mastering XGBoost: Advanced Modeling for Data Science training?+
The training lasts 3 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?+
Python basics, knowledge of supervised learning, machine learning concepts
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
Let's build
your next
program.
30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.
Reply within 24h · Vetted experts · USD invoicing · W-9 available