Training Anomaly detection using Python and R
Practical information about training
- CATEGORY: Technologies
- SUBCATEGORY: AI
- TRAINING CODE: IT-AI-25
- DURATION: 2 days
- PRICE INFORMATION from: 1950 PLN net
- LANGUAGE OF TRAINING: polish
- FORM OF IMPLEMENTATION: stationary, online
Training description
Advanced training in anomaly detection techniques using the Python and R languages. Participants will learn statistical and machine learning methods for identifying unusual patterns in data. The program combines statistical theory with practical implementations, enabling participants to create anomaly detection systems on their own in a business environment.
Participant profile
- Data analysts working with anomaly detection
- Data Scientists
- Systems security specialists
- Fraud detection analysts
- Machine learning engineers
- Researchers and scientists working with data
Agenda
- Basics of anomaly detection
- Types of anomalies and their characteristics
- Statistical methods
- Data preparation
- Validation of results
- Machine learning techniques
- Supervised learning in detection
- Unsupervised learning
- Ensemble methods
- Deep learning approaches
- Implementation in Python and R
- Anomaly detection libraries
- Python and R integration
- Algorithm optimization
- Visualize the results
- Practical applications
- Monitoring of systems
- Fraud detection
- Time series analysis
- Alert systems
Benefits
The participant will learn to implement advanced anomaly detection systems. The participant will gain the ability to combine statistical techniques with machine learning. The participant will be able to select appropriate methods for different types of anomalies. The participant will learn practical applications of anomaly detection in business. The participant will develop skills in working with Python and R. The participant will know how to create monitoring and alerting systems.
Required preparation of participants
- Knowledge of basic statistics
- Experience in Python programming
- Basic knowledge of R
- Knowledge of machine learning
Issues
- Statistical methods
- Machine learning algorithms
- Python and R integration
- Data preprocessing
- Validation of models
- Visualization of anomalies
- Monitoring systems
- Fraud detection
- Temporal analysis
- Algorithm optimization
Do you have any questions?
Feel free to contact us.
Monika Fengler
+48 532 081 700
monika.fengler@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.
Monika Fengler
+48 532 081 700
monika.fengler@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 its detailed description.
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.
- One-pager invitation with deadlines
- Project kick-off
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- Motivating, engaging and difficult decisions in business
- Managing Change and Innovation. Leadership in crisis
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- Best practices workshop - retrospective; creating a coherent program for middle and lower management levels