Training LightGBM in machine learning
Practical information about training
- CATEGORY: Technologies
- SUBCATEGORY: AI
- TRAINING CODE: IT-AI-129
- DURATION: 3 days
- PRICE INFORMATION from: 3750 PLN net
- LANGUAGE OF TRAINING: polish
- FORM OF IMPLEMENTATION: stationary, online
Training description
The training deepens the knowledge of using the LightGBM framework in advanced machine learning projects. Participants will learn techniques for optimizing and tuning gradient boosting models. The program combines theory with practical workshops, allowing participants to understand the mechanisms of the algorithm and use it effectively in real-world applications.
Participant profile
- Data Scientists working with gradient boosting models
- ML engineers optimizing model performance
- Data analysts in predictive projects
- Machine learning specialists
- ML systems programmers
- Researchers involved in predictive modeling
- Data analysis experts
- Algorithm optimization specialists
Agenda
- LightGBM Basics
- Architecture of the framework
- Comparison with other solutions
- Configuring the environment
- Data preparation
- Optimization of models
- Selection of hyperparameters
- Regularization techniques
- Categorical data handling
- Learning strategies
- Advanced functionalities
- Distributed learning
- Handling large data sets
- Custom target functions
- Early stopping
- Implementation and monitoring
- Serialization of models
- Integration with production systems
- Performance monitoring
- Model updates
Benefits
The participant will develop the ability to effectively use LightGBM in ML projects. Will learn to optimize model performance through advanced parameter tuning techniques. Will learn methods to effectively handle large data sets in the learning process. Will gain knowledge of implementing custom objective functions and metrics. Will be able to implement LightGBM models in a production environment. Will gain the ability to monitor and maintain models in real-time. Will develop the ability to debug and troubleshoot models. Will learn to select optimal learning strategies for different use cases.
Required preparation of participants
- Practical knowledge of machine learning
- Experience in working with tree models
- Familiarity with Python and data analysis libraries
- Fundamentals of numerical optimization
Issues
- LightGBM architecture
- Optimization of hyperparameters
- Regularization techniques
- Distributed learning
- Custom target functions
- Categorical data handling
- Early stopping
- Serialization of models
- Performance monitoring
- Learning strategies
- Debugging models
- Production updates
Do you have any questions?
Feel free to contact us.
Anna Polak
+48 600 010 440
anna.polak@eitt.pl
31 Ząbkowska Street 03-736 Warsaw
Forms of training delivery
Stationary training
- Training at the customer's premises or at a designated location
- Training room equipped with the necessary equipment
- Training materials in electronic form
- Coffee breaks and lunch
- Direct interaction with the trainer
- Networking in a group
- Workshop exercises in teams
Remote training
- Virtual training environment
- Electronic materials
- Interactive online exercises
- Breakout rooms for group work
- Technical support during the training
- Recordings of the session (optional)
Possibility of funding
The training can be financed with public funds under:
- National Training Fund (KFS)
- Development Services Base (BUR)
- EU projects implemented by PARP
- HR Academy Program (PARP)
- Regional operational programs
If you are interested in funding, our team will help you prepare the required documentation.
HAVE A QUESTION?
Contact us for more information about our training, programs and cooperation. We will be happy to answer all your inquiries!
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Do you have any questions?
Feel free to contact us.
Anna Polak
+48 600 010 440
anna.polak@eitt.pl
31 Ząbkowska Street 03-736 Warsaw
FAQ - Frequently Asked Questions
We offer training in a variety of tailored formats: onsite (at the client's location or our training center), live online interactive with a trainer, and in a hybrid format. Detailed information about the available delivery forms for a specific training is always included in its description on the website.
Open online trainings usually take place from 9:00 - 17:00 Polish time. In the case of closed trainings dedicated to companies, the schedule is flexible and we arrange it individually with the client to best fit the needs of the organization.
We use proven and popular video conferencing platforms, such as Microsoft Teams and Zoom, to conduct interactive online training. They provide seamless communication, the ability to work in groups and direct contact with the trainer. We provide participants with information about the platform used during a specific training session before it begins.
To comfortably participate in the online training, all you need is a standard computer (desktop or laptop) with stable internet access and an up-to-date version of a web browser installed. We recommend using headphones with a microphone for better sound quality and communication, although this is not absolutely required. Having a webcam is usually not mandatory either.
Yes, each participant receives a set of training materials prepared by our experts. We usually provide them in electronic form (e.g., PDF files) a few days before the start of the training, after confirmation of participation and payment.
Upon successful completion of most of our training courses, participants receive a named EITT Certificate of Completion, confirming the competencies gained. In addition, we offer accredited training courses (e.g., ITIL®, PRINCE2®) that prepare for official internationally recognized certification exams. Information about the type of certificate available after a specific training is always included in the detailed description of the training.
The enrollment process depends on the type of training. For open trainings (open to everyone) you can sign up directly through the application form available on the page of the given training. If you are interested in closed training (dedicated to employees of a single company), please contact us directly by email or telephone - we will prepare an offer tailored to your needs.
The standard training price includes: participation in classes taught by an experienced trainer-practitioner, a set of original training materials in electronic form, and a named EITT Certificate of Completion. For accredited training courses, the price often also includes the cost of taking the official certification exam. The detailed scope of benefits for a given course is always listed in its description.
The preferred form of payment for our training courses is by bank transfer, executed on the basis of an issued pro forma invoice or VAT invoice. Detailed information on payment terms and conditions is provided in the process of confirming the enrollment in the training or can be found in the regulations.
Of course! Our specialty is closed-door, custom-designed training courses - according to the individual needs and business objectives of a given organization. If you are interested in a topic outside our regular offer or would like to modify the program of an existing course, feel free to contact us. We will be happy to prepare a dedicated solution.
We are flexible and adapt to the client's needs. We can organize closed trainings even for small groups - usually the minimum number of participants is 4 people, and the cost is often calculated for the whole group. Taking care of the highest quality and comfort of learning, in the case of very large groups (more than 40 people) we usually recommend splitting into smaller teams to ensure effective interaction.
Your feedback is extremely important to us, as it allows us to continuously improve our offerings. After each training session, we send participants a link to a short online evaluation survey. You can also always contact us directly by email or phone to provide your feedback.
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