Training Mathematica in machine learning
Practical information about training
- CATEGORY: Technologies
- SUBCATEGORY: AI
- TRAINING CODE: IT-AI-152
- DURATION: 2 days
- PRICE INFORMATION from: 2450 PLN net
- LANGUAGE OF TRAINING: polish
- FORM OF IMPLEMENTATION: stationary, online
Training description
Advanced training demonstrating how to use the powerful capabilities of the Mathematica environment in the context of machine learning. The program guides participants through the process of using advanced mathematical and symbolic functions to analyze, design and optimize ML algorithms. Hands-on workshops form the foundation of the training, where each theoretical issue is immediately translated into practical implementations. Participants learn how to combine symbolic mathematical calculations with modern machine learning techniques to create unique and effective analytical solutions.
Participant profile
- Scientists using computational methods in research
- ML engineers interested in a mathematical approach to algorithms
- Data analysts looking for advanced mathematical tools
- Researchers involved in algorithm optimization
- Mathematicians moving into the field of machine learning
- Mathematical modeling specialists
- PhD students in the field of ML
- ML programmers interested in symbolic computing
Agenda
- Foundations of Mathematica in ML
- Structure and capabilities of the Mathematica environment
- Integration with machine learning algorithms
- Symbolic transformations in ML
- Data visualization and analysis
- Implementation of algorithms
- Mathematical models in machine learning
- Optimization of functions and gradients
- Symbolic derivation of algorithms
- Computational complexity analysis
- Advanced computing techniques
- Tensor calculations
- Automatic differentiation
- Symbolic transformations
- Numerical optimization
- Practical applications
- Modeling of complex systems
- Stability analysis of algorithms
- Designing custom cost functions
- Mathematical validation of models
Benefits
Upon completion of the training, the participant will be able to effectively use the Mathematica environment to design and analyze machine learning algorithms. He will gain the ability to combine symbolic calculations with practical implementation of ML models. Will develop a deep understanding of the mathematical foundations of machine learning through practical work with symbolic transformations. Will learn to optimize ML algorithms using advanced mathematical tools. Will be able to perform complex theoretical analysis of ML models and verify their mathematical properties. Will gain the ability to design custom ML solutions using the computational power of Mathematica.
Required preparation of participants
- A solid foundation in higher mathematics and mathematical analysis
- Knowledge of the basics of machine learning
- Experience in mathematical programming
- Understanding the concept of mathematical optimization
Issues
- Symbolic calculations in ML
- Mathematical transformations
- Algorithm optimization
- Complexity analysis
- Automatic differentiation
- Tensor calculations
- Mathematical modeling
- Stability analysis
- Cost functions
- Theoretical validation
- Mathematical visualization
- Integration with ML
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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