Training Algebra in machine learning
Practical information about training
- CATEGORY: Technologies
- SUBCATEGORY: AI
- TRAINING CODE: IT-AI-147
- DURATION: 2 days
- PRICE INFORMATION from: 2450 PLN net
- LANGUAGE OF TRAINING: polish
- FORM OF IMPLEMENTATION: stationary, online
Training description
Advanced training exploring the mathematical foundations of machine learning, with a focus on linear algebra and its applications. The program combines mathematical theory with the practical use of algebraic concepts in the implementation of ML algorithms. The classes are conducted in the form of interactive workshops, where abstract mathematical concepts are illustrated with concrete examples from the field of machine learning, and theory is immediately verified through implementations in Python.
Participant profile
- Machine learning engineers looking to deepen their mathematical knowledge
- Data scientists in need of a solid algebraic foundation
- ML programmers interested in optimizing algorithms
- Researchers involved in advanced ML techniques
- Data analysts developing theoretical skills
- Mathematicians moving into the ML field
- PhD students specializing in AI
- DS specialists working on advanced models
Agenda
- Fundamentals of linear algebra in ML
- Vectors and vector spaces
- Matrices and matrix operations
- Linear transformations
- Systems of linear equations in ML
- Advanced algebraic concepts
- Eigenvalues and vectors
- Matrix distribution (SVD, PCA)
- Gradient optimization
- Standards and metrics in ML
- Applications in machine learning
- Algebra in linear regression
- Dimensionality reduction
- Kernel methods
- Neural networks and algebra
- Implementation and optimization
- Efficient matrix calculations
- Numerical libraries
- Performance optimization
- Solving numerical problems
Benefits
Upon completion of the training, the participant will have a deep understanding of the mathematical foundations of machine learning. He will gain the ability to effectively use algebraic concepts in the design and optimization of ML algorithms. Will develop the ability to analyze and solve mathematical problems that arise in machine learning projects. Will learn to implement advanced linear algebra techniques in the context of ML. Will be able to optimize matrix calculations in their solutions. Will gain the ability to interpret mathematical results in the context of practical ML applications.
Required preparation of participants
- Basic knowledge of higher mathematics
- Experience in Python programming
- Knowledge of the basics of machine learning
- Understanding of basic algebraic concepts
Issues
- Vector spaces in ML
- Array operations
- Linear transformations
- Eigenvalues and vectors
- Matrix distribution
- Gradient optimization
- Metrics of space
- Algebra in neural networks
- Numerical calculations
- Kernel methods
- Dimensionality reduction
- Numerical stability
Do you have any questions?
Feel free to contact us.
Patrycja Petkowska
+48 735 257 272
patrycja.petkowska@eitt.academy
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.
Patrycja Petkowska
+48 735 257 272
patrycja.petkowska@eitt.academy
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 information about the platform used in a specific training to participants before the training 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.
As standard, the price of the training 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 given 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 case of very large groups (more than 40 people) we usually recommend dividing 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 comments.
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