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.
1 seat held for the next session
30:00Held for another
Request a call back and an advisor reaches you within 24 business hours, Monday to Saturday.
Training: Mastering XGBoost: Advanced Modeling for Data Science
Trusted by — schools, companies and industrial groups
Every program built with a dedicated engineer
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
Our social commitment
A school kit donated to a child for every training
To fight inequalities in access to education, Learni donates a complete school kit to a child in need for every training booked. You build your skills, a child heads back to school.
- Backpack, notebooks and essential supplies
- Distributed through our partner charities
- Included, at no extra cost to you
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 mastering XGBoost, your predictive models underperform severely, with average accuracy 25% below that of experts.
Companies therefore lose an average of 150 000 € per project through bad decisions and missed opportunities, with 70% of advanced modeling failures tied to improper tuning.
Your career stagnates: relegated to basic tasks, you let competing data scientists capture promotions and budgets.
Every quarter without advanced skills widens the gap, threatening your team's competitiveness against the surge in data.
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.
ETL & data pipelinesIndustry-certifiedTraining Airflow Expert - Orchestrate Data Pipelines at Scale
$2,625Net of tax
PythonIndustry-certifiedTraining Python Intermediate - Automate Your Tasks in 3 Days
$3,675Net of tax
Data analysis & BIIndustry-certifiedTraining Looker Intermediate - Create Advanced BI Dashboards
$2,625Net of tax
Data engineeringIndustry-certifiedTraining dbt Expert - Master Advanced Data Modeling
$5,775Net of tax
Data science
More programs in Data science.
Data scienceIndustry-certifiedAdvanced NumPy Training - Optimize Your Complex Vector Calculations
$2,625Net of tax
Data scienceIndustry-certifiedAdvanced NumPy Training - Optimize Your Massive Calculations in 3 Days
$3,675Net of tax
Data scienceIndustry-certifiedAdvanced Pandas Training - Optimize Your Analyses of Massive Data
$4,620Net of tax
Data scienceIndustry-certifiedAdvanced R Training - Master Complex Statistical Models
$3,675Net of tax
Data scienceIndustry-certifiedApprendre Streamlit : Créez des applications web interactives pour la data science
$2,625Net of tax
Data scienceIndustry-certifiedBFR Training - Optimizing Treasury through Data Science
$5,775Net of tax
Python
More programs in Python.
PythonIndustry-certifiedAdvanced FastAPI Training - Build Scalable Ultra-High-Performance APIs
$4,620Net of tax
PythonIndustry-certifiedAdvanced Flask Training - Develop Scalable and Secure APIs
$4,620Net of tax
PythonIndustry-certifiedAdvanced NumPy Training - Optimize Your Matrix Calculations in Python
$3,675Net of tax
PythonIndustry-certifiedAdvanced Python Training - Build Scalable and High-Performance Apps
$4,620Net of tax
PythonIndustry-certifiedAdvanced Python Training - Master Complex Scripts and Data
$2,625Net of tax
PythonIndustry-certifiedAdvanced Python Training - Master Complex Scripts and Data in 2 Days
$2,625Net of tax
Generative AI & LLMs
More programs in Generative AI & LLMs.
Generative AI & LLMsIndustry-certifiedIntelligence Artificielle : Maîtriser les fondamentaux et applications en entreprise
$3,675Net of tax
Generative AI & LLMsIndustry-certifiedMaîtriser OpenCV : Traitement d’Image et Intelligence Artificielle pour Professionnels
$3,675Net of tax
Generative AI & LLMsIndustry-certifiedFormation Claude - Maîtriser l'IA pour booster la productivité
$5,775Net of tax
Generative AI & LLMsIndustry-certifiedAnthropic : Comprendre et Déployer une Intelligence Artificielle Éthique et Responsable
$2,625Net of tax
Generative AI & LLMsIndustry-certifiedFormation Gemini API - Maîtrisez l'IA générative dès le jour 1
$5,775Net of tax
Generative AI & LLMsIndustry-certifiedMaîtriser Oracle AI : Intelligence Artificielle d’Entreprise pour l’Automatisation et l’Optimisation
$2,625Net of tax
Machine learning
More programs in Machine learning.
Machine learningIndustry-certifiedAdvanced NATS Training - Master JetStream and Clustering
$5,775Net of tax
Machine learningIndustry-certifiedAdvanced Redis Training - Master Clustering and Performance
$3,675Net of tax
Machine learningIndustry-certifiedAdvanced Redis Training - Optimize Redis Cache and Clustering
$3,675Net of tax
Machine learningIndustry-certifiedAdvanced scikit-learn Training - Optimize ML Models in Production
$3,675Net of tax
Machine learningIndustry-certifiedAdvanced scikit-learn Training - Optimize Professional ML Pipelines
$1,470Net of tax
Machine learningIndustry-certifiedAutoML : Accélérez vos projets de Machine Learning grâce à l’automatisation
$3,675Net of tax
FAQ
Frequently asked questions
How much does the Training: Mastering XGBoost: Advanced Modeling for Data Science training cost?+
The price is $3,675 (USD) per participant. 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