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
- Master LightGBM for developing high-performance predictive models in business settings
- Optimize LightGBM hyperparameters in professional certifying projects
- Implement advanced feature engineering techniques with LightGBM
- Deploy scalable and optimized LightGBM pipelines for production
- Analyze LightGBM model performance for impactful business decisions
- Integrate LightGBM into team data science workflows in a certifying context
The Learni story
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
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 1LightGBM Fundamentals: Installation and First Models (Python, Tabular Datasets)
Quick installation of LightGBM via pip or conda, getting started with the environment using Jupyter Notebook, loading and preparing real datasets like those from Kaggle, training your first classification and regression model, immediate comparison with XGBoost on execution time and accuracy, practical exercises on business cases to evaluate LightGBM's superior speed, production of an initial performance report.
Module 2LightGBM Optimization: Hyperparameter Tuning and Feature Engineering (GridSearch, Optuna)
In-depth exploration of key parameters like num_leaves, learning_rate, and max_depth, use of Optuna for efficient automatic tuning, application of feature engineering techniques tailored to LightGBM such as native categories and histograms, k-fold cross-validation on large datasets, exercises on real business problems like customer churn prediction, generation of precise metrics with ROC curves and measurable accuracy gains, delivery of an optimized model ready for validation.
Module 3Advanced LightGBM: Custom Metrics, Early Stopping, and GPU (SHAP, Callbacks)
Configuration of custom metrics for specific business objectives, implementation of early stopping to accelerate training without overfitting, GPU acceleration with LightGBM for massive datasets, interpretability via SHAP and LIME on your models, practical cases for explaining predictions in regulated contexts like finance, advanced decision tree debugging, production of an interactive dashboard with key insights, immediate application of skills in the workplace.
Module 4LightGBM Deployment: Pipelines and Production (Docker, MLflow, FastAPI)
Building end-to-end pipelines with scikit-learn and LightGBM, containerization via Docker for smooth deployment, experiment tracking with MLflow for reproducibility, integration into a REST API via FastAPI for real-time inference, performance testing under load with production-like datasets, post-deployment model drift monitoring, exercises on a complete capstone project like fraud detection, delivery of a deployable package and certifying documentation for your professional portfolio.
Evaluation method
- Multiple-choice quiz to validate learning outcomes at the end of the training
- Continuous evaluation through practical exercises on real datasets
- Presentation of the LightGBM capstone project to the expert trainer
Learning method
- Courses led by an active expert data science trainer
- Practical exercises on real business machine learning cases
- Progressive capstone project throughout the LightGBM training
- Complete course materials provided to each participant
Methods, materials and delivery
The Training LightGBM - Optimize Your Ultra-Fast ML 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.
Equipment required
For the smooth delivery of the Training LightGBM - Optimize Your Ultra-Fast ML Models 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 LightGBM - Optimize Your Ultra-Fast ML Models 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
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.
Verified reviews
What our learners
★★★★★
« 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 »
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.
Intelligence Artificielle
More programs in Intelligence Artificielle.
Intelligence ArtificielleIndustry-certifiedASP.NET Expert Training - Develop Scalable and Secure Apps
$5,040Net · employer-funded
Intelligence ArtificielleIndustry-certifiedAdvanced ASP.NET Training - Develop Scalable Web Apps
$5,040Net · employer-funded
Intelligence ArtificielleIndustry-certifiedAdvanced Algolia Training - Boost Your Ultra-Fast Searches
$1,260Net · employer-funded
Intelligence ArtificielleIndustry-certifiedAdvanced Algolia Training - Optimize Ultra-Fast Searches
$3,780Net · employer-funded
Intelligence ArtificielleIndustry-certifiedAdvanced BigQuery Training - Analyze Petabytes in Real Time
$5,040Net · employer-funded
Intelligence ArtificielleIndustry-certifiedAdvanced BigQuery Training - Optimize Massive Analyses
$3,780Net · employer-funded
Développement Web
More programs in Développement Web.
Développement WebIndustry-certifiedAPNs Training - Expert Scaling iOS Push Notifications
$2,640Net · employer-funded
Développement WebIndustry-certifiedASP.NET Core : Maîtriser le Développement Web Moderne
$6,600Net · employer-funded
Développement WebIndustry-certifiedATDD : Maîtriser l’Acceptance Test Driven Development en équipes agiles
$3,960Net · employer-funded
Développement WebIndustry-certifiedAWS IoT Core : Maîtrisez la gestion intelligente des objets connectés
$3,960Net · employer-funded
Développement WebIndustry-certifiedAWS Security Hub : Maîtriser la sécurité cloud avec AWS
$2,640Net · employer-funded
Développement WebIndustry-certifiedAccélérer vos modèles d’Intelligence Artificielle avec OpenVINO : de l’optimisation à la mise en production
$3,960Net · employer-funded
Data Science
More programs in Data Science.
Data ScienceIndustry-certifiedARKit Training - Mastering AR for Immersive Data Visualization
$5,280Net · employer-funded
Data ScienceIndustry-certifiedAdvanced Pandas Training - Optimize Your Analyses of Massive Data
$5,040Net · employer-funded
Data ScienceIndustry-certifiedAdvanced R Training - Master Complex Data Analyses
$1,260Net · employer-funded
Data ScienceIndustry-certifiedAdvanced R Training - Master Complex Statistical Models
$3,780Net · employer-funded
Data ScienceIndustry-certifiedAdvanced R Training - Master Models and Automation
$1,260Net · employer-funded
Data ScienceIndustry-certifiedAmplitude Training - Optimizing Advanced Product Analyses
$1,470Net · employer-funded
Design Graphique
More programs in Design Graphique.
Design GraphiqueIndustry-certifiedAdvanced DigitalOcean Training - Deploy Scalable Infrastructures
$3,780Net · employer-funded
Design GraphiqueIndustry-certifiedAdvanced Expo Training - Maximize ROI on Professional Trade Shows
$2,520Net · employer-funded
Design GraphiqueIndustry-certifiedAdvanced Mastery of Plotters for Large Format Printing: From Installation to Optimization
$3,960Net · employer-funded
Design GraphiqueIndustry-certifiedAdvanced PCI-DSS Training - Ensure Total Payment Security Compliance
$6,300Net · employer-funded
Design GraphiqueIndustry-certifiedAdvanced PCI-DSS Training - Master Expert Compliance
$6,300Net · employer-funded
Design GraphiqueIndustry-certifiedArticle 5 RGPD : Maîtriser les Principes Fondamentaux de la Protection des Données Personnelles
$1,320Net · employer-funded
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 24 h · Industry-certified · Corporate funding