Training: Mastering LightGBM for Predictive Analysis — Optimize Your Machine Learning Models

$3,465

  • 3 days
  • Onsite
  • 8 people max.
Ref: OEJ491
8 people max.
$3,465
In-company rate: from $6,290 for the whole team
On-site and certification exam on quote
3 days
Onsite

Don't let this gap widen

Why this program matters

  • Without mastery of LightGBM, your predictive analytics models run 5 to 10 times slower and less accurate, tripling ML project development time.

  • A company loses on average 120 000 € per year in wasted cloud resources and prediction errors, with 25 % of missed revenue from poorly anticipated customer churn.

  • 75 % of data scientists see their careers stagnate against optimized competitors, while 60 % of business incidents stem from underperforming models.

  • Every quarter without expertise exposes your team to obsolescence, handing the strategic advantage to competitors.

Allan BUSI, Learni trainer · AI expert
Allan BUSI

Learni trainer · AI expert

73%productivity gap
×3cost of inaction
Flag of the United StatesBuilt for US teams
Payment by wire transferEnhanced confidentialityPerfect for companies with 50 to 500 employeesScheduling to fit any time zone

Trusted by — schools, companies and industrial groups

40,846 programs · 25 countries

  • Aptar
  • ArcelorMittal
  • Equans
  • EDF
  • Ubisoft
  • Microsoft

Every program built with a dedicated engineer

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Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.

LightGBM for Predictive Analysis training objectives

  • Discover the inner workings of LightGBM and its advantages over other boosting algorithms
  • Know how to install, configure, and integrate LightGBM into a machine learning pipeline
  • Understand and manipulate LightGBM's key parameters for performance optimization
  • Practice data preparation tailored to LightGBM (feature engineering, encoding, handling missing values)
  • Master cross-validation and overfitting prevention with LightGBM
  • Evaluate and interpret model performances (metrics, feature importance, SHAP values)
  • Adapt LightGBM to regression, classification, and ranking tasks on real-world cases
  • Explore the best strategies for hyperparameter tuning

LightGBM for Predictive Analysis curriculum: 3 modules over 3 days

Module 1 : Introduction and LightGBM Fundamentals

Genesis of LightGBM. Comparison with XGBoost, CatBoost, and Random Forests. Internal mechanisms: GBDT, histogram-based learning, memory management. Environment setup (Python, required libraries, LightGBM installation). Importing datasets, first implementations, and visualization of simple models.

Module 2 : Feature Engineering & Optimization

Advanced data preparation (handling missing values, encoding, scaling, categorical variables management). Feature selection and importance. Advanced parameter manipulation (max_depth, num_leaves, learning_rate, min_data_in_leaf, etc.). Cross-validation strategies, performance measures (AUC, log-loss, RMSE). Pitfalls to avoid.

Module 3 : Hyperparameter Tuning and Industrialization

Hyperparameter tuning (grid search, random search, automated libraries like Optuna). Interpretability of predictions (feature importance, SHAP). Scaling up and integration in professional environments. Practical cases: binary/multi-class classification, regression, ranking. Benchmarking results and production best practices.

How LightGBM for Predictive Analysis skills are assessed

  • Red thread case studies with individualized feedback
  • Coded exercises with corrections
  • Final MCQ on the algorithm and its uses

How the LightGBM for Predictive Analysis course is taught

  • Synchronous interactive courses
  • Practical hands-on sessions on real datasets
  • Detailed materials provided (slides, Jupyter notebooks, additional resources)
  • Reserved forum for exchanges and questions

LightGBM for Predictive Analysis training: access and practical arrangements

The Training: Mastering LightGBM for Predictive Analysis — Optimize Your Machine Learning Models 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 LightGBM for Predictive Analysis — Optimize Your Machine Learning 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: Mastering LightGBM for Predictive Analysis — Optimize Your Machine Learning 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

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.

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.

Our method

How Learni guarantees the quality of your LightGBM for Predictive Analysis training

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.

Step 1

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.
Step 2

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.
Step 3

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.
Step 4

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.

A child walking to school with a backpack
Our social commitment

A school kit donated to a child for every training booked

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
Enroll and offer a kit
FAQ

LightGBM for Predictive Analysis: frequently asked questions

What can participants do after Training: Mastering LightGBM for Predictive Analysis training?+
They can discover the inner workings of LightGBM and its advantages over other boosting algorithms, know how to install, configure, and integrate LightGBM into a machine learning pipeline and understand and manipulate LightGBM's key parameters for performance optimization. Those are the stated objectives of the Training: Mastering LightGBM for Predictive Analysis program at Advanced level, checked by the end-of-session assessment.
What does the Training: Mastering LightGBM for Predictive Analysis program cover, day by day?+
Day 1: Introduction and LightGBM Fundamentals. Day 2: Feature Engineering & Optimization. Day 3: Hyperparameter Tuning and Industrialization. The Training: Mastering LightGBM for Predictive Analysis program runs over 3 days, delivered on site.
How is Training: Mastering LightGBM for Predictive Analysis training assessed?+
Assessment relies on red thread case studies with individualized feedback, coded exercises with corrections and final MCQ on the algorithm and its uses. Learni issues a completion certificate together with the individual assessment report at the end of the Training: Mastering LightGBM for Predictive Analysis program, which an L&D team can file as evidence.
How much does Training: Mastering LightGBM for Predictive Analysis training cost per participant?+
Training: Mastering LightGBM for Predictive Analysis training costs $3,465 per participant. For an in-company team, the flat rate starts at $6,290 for the whole group, up to 8 people. The detailed quote, sent within one business day, adjusts the amount to the format and how far the syllabus is tailored to your team.
How long does Training: Mastering LightGBM for Predictive Analysis training take?+
3 days, available live online (US time zones) or on-site at your offices. Half-day tracks spread over several weeks are possible so the team stays operational.
Who pays for Training: Mastering LightGBM for Predictive Analysis training?+
Most US teams pay directly through their company L&D or training budget. Learni invoices in US dollars and accepts bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
What do participants need to know before Training: Mastering LightGBM for Predictive Analysis training?+
Solid knowledge of Python and machine learning fundamentals (regression, classification, decision trees).
Is a certificate issued after Training: Mastering LightGBM for Predictive Analysis training?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report. Learni is a certified training provider and prepares for third-party certifications, but does not award them itself.
Does Learni provide the equipment for Training: Mastering LightGBM for Predictive Analysis training?+
No. A computer and a stable internet connection are required for each participant. Learni provides the learning platform, the trainer and all course materials.
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