Training Machine learning with Python and Pandas
Practical information about training
- CATEGORY: Technologies
- SUBCATEGORY: AI
- TRAINING CODE: IT-AI-153
- DURATION: 2 days
- PRICE INFORMATION from: 1950 PLN net
- LANGUAGE OF TRAINING: polish
- FORM OF IMPLEMENTATION: stationary, online
Training description
A hands-on introductory training course for using Python and the Pandas library in machine learning projects. The program systematically develops participants’ skills, starting with the fundamentals of working with data, through advanced manipulation and analysis techniques, to preparing data for ML modeling. The classes are conducted in the form of intensive workshops, where each new issue is immediately put into practice by working on real data sets. Participants learn not only about the tools themselves, but more importantly about the methodology of working effectively with data in the context of machine learning.
Participant profile
- Data analysts getting started with machine learning
- Python programmers who want to specialize in data science
- Domain specialists moving into data analysis
- Data engineers working on ML projects
- Data scientists needing to systematize knowledge
- Researchers starting to work with data
- Data analytics students
- Business practitioners interested in automating analysis
Agenda
- Foundations of working with data in Python
- Data structures in Pandas
- Operations on DataFrame and Series
- Data indexing and selection
- Management of data types and memory
- Preparation of data for analysis
- Data cleaning and transformation
- Handling missing values
- Aggregations and groupings
- Merging datasets
- Advanced data operations
- Operations on text and dates
- Pivoting and reshaping data
- Categorical data handling
- Optimize the efficiency of operations
- Integration with the ML ecosystem
- Preparation of data for modeling
- Working with ML libraries
- Automation of data processing
- Visualization of analysis results
Benefits
Upon completion of the training, the participant will be able to effectively use Python and Pandas for data preparation in machine learning projects. He or she will gain a thorough knowledge of the data structures and operations available in Pandas, enabling efficient data manipulation. Will develop the ability to design efficient data processing pipelines for ML purposes. Will learn to identify and solve common problems encountered when working with real-world data. Will be able to automate routine data preparation tasks, increasing work efficiency. He will gain hands-on experience in integrating prepared data with popular machine learning libraries.
Required preparation of participants
- Basic knowledge of Python programming
- Understanding the concept of data analysis
- Knowledge of the basics of descriptive statistics
- Experience in working with tabular data
Issues
- Pandas data structures
- Data manipulation
- Data cleaning
- Data transformations
- Aggregation and grouping
- Operations on text
- Working with time
- Combining data
- Performance optimization
- Process automation
- Data visualization
- Integration with ML
Do you have any questions?
Feel free to contact us.
Patrycja Petkowska
+48 735 257 272
patrycja.petkowska@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.
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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?
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Patrycja Petkowska
+48 735 257 272
patrycja.petkowska@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 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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