Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Introduction to LightGBM
- What is LightGBM?
- Why use LightGBM?
- Comparison with other machine learning frameworks
- Overview of LightGBM features and architecture
Understanding Decision Tree Algorithms
- The lifecycle of a decision tree algorithm
- How decision tree algorithms fit in with machine learning
- How decision tree algorithms work
Getting Started with LightGBM
- Setting up the Development Environment
- Installing LightGBM as a stand-alone application
- Installing LightGBM as a container (Docker, Podman, etc.)
- Installing LightGBM on-premise
- Installing LightGBM in the cloud (private, AWS, etc.)
- Basic usage of LightGBM for classification and regression
Advanced Techniques in LightGBM
- Feature Engineering with LightGBM
- Hyperparameter Tuning with LightGBM
- Model Interpretation with LightGBM
Integrating LightGBM with Other Technologies
- LightGBM with Python
- LightGBM with R
- LightGBM with SQL
Deploying LightGBM Models
- Exporting LightGBM models
- Using LightGBM in production environments
- Common deployment scenarios
Troubleshooting LightGBM
- Common issues with LightGBM and how to resolve them
- Debugging LightGBM models
- Monitoring LightGBM models in production
Summary and Next Steps
- Review of LightGBM basics and advanced techniques
- Q&A session
- Next steps for using LightGBM in real-world scenarios
Requirements
- An understanding of Python programming
- Experience with machine learning
- Basic knowledge of decision tree algorithms
Audience
- Developers
- Data scientists
21 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from £5700 online delivery, based on a group of 2 delegates, £1800 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
Contact us for an exact quote and to hear our latest promotions
Public Training
Please see our public courses
