Data Mining using Python
The training guides participants through advanced data mining and analysis techniques using the Python language. The program combines the theory of data mining with the practical application of algorithms in real business scenarios. Participants go through the entire process of discovering knowledge from data: from pre-processing, through the application of various mining techniques, to the interpretation and presentation of the results. The classes are conducted in a workshop format, where theory is immediately translated into practical implementations under the guidance of an experienced trainer.
Issues
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Methodology for discovering knowledge from data
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Data preparation techniques
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Clustering algorithms
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Association rules
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Anomaly detection
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Sequence analysis
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Predictive modeling
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Ensemble learning
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Validation of models
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Interpretation of results
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Visualization of patterns
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Business applications
Benefits
- The participant will gain a thorough knowledge of data mining methodologies and techniques, which will allow him/her to effectively discover valuable patterns in data
- He will develop practical skills in implementing data mining algorithms in Python, using the latest libraries and tools
- To select appropriate analytical techniques for specific business problems and interpret their results
- He will master data preparation and feature engineering methods, which will enable him to create more effective models
- The ability to present analytical results in a way that is understandable to business stakeholders
Who is this training for?
Prerequisites
- Knowledge of Python programming
- Basic knowledge of statistics
- Understanding of machine learning concepts
- Experience in working with data
Training program
Methodology for discovering knowledge from data
- Data preparation and cleaning
- Exploratory data analysis
- Feature selection and dimensionality reduction
- Advanced analysis techniques
Clustering algorithms
- Association rules
Anomaly detection
- Sequence and pattern analysis
Predictive modeling
- Classification techniques
Regression models
- Ensemble learning
- Validation and evaluation of models
- Practical applications
- Analysis of customer behavior
Fraud detection
- Market segmentation
- Product recommendations
Delivery Methods
Online
- Convenience of participating from anywhere
- Interactive live sessions with trainer
- Materials available for 30 days
- No travel costs
On-site
- Direct contact with trainer and group
- Intensive hands-on workshops
- Networking with other participants
- Full focus on learning
Frequently asked questions
Who is the Data Mining using Python training for?
This training is designed for professionals looking to develop skills in data mining using python. Required level: advanced.
How long is the Data Mining using Python training?
The training lasts 2. Available in online or on-site format.
Will I receive a certificate?
Yes — every participant receives a completion certificate confirming acquired competencies. EITT holds ISO 9001 accreditation.
Can this training be conducted for a closed group?
Yes — we offer dedicated closed trainings for companies. We customize the program to your team's needs. Contact us for an individual quote.
Request a quote
Funding Options
Check funding options for your company
Development Services Database
Up to 80% funding for SMEs from EU funds
Check availabilityNational Training Fund
Up to 100% funding for employers
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We train teams at Poland's largest companies
Interested in this training?
Contact us - we'll prepare an offer tailored to your organization's needs.