Technologies / Data & Analytics

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

Methodology for discovering knowledge from data
Data preparation techniques
Clustering algorithms
Association rules
Anomaly detection
Sequence analysis
Predictive modeling
Ensemble learning
Validation of models
Interpretation of results
Visualization of patterns
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?

Data analysts looking for advanced mining techniques

Data Scientists developing their skills

Business Intelligence Specialists

Python programmers interested in data analysis

Researchers working with large data sets

Field experts looking to deepen analytical knowledge

Predictive modeling specialists

Prerequisites

Knowledge of Python programming
Basic knowledge of statistics
Understanding of machine learning concepts
Experience in working with data

Training program

Data preparation and cleaning
Exploratory data analysis
Feature selection and dimensionality reduction
Advanced analysis techniques

Association rules

Sequence and pattern analysis

Classification techniques

Ensemble learning
Validation and evaluation of models
Practical applications
Analysis of customer behavior

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?

The target audience includes data analysts looking for advanced mining techniques, Data Scientists developing their skills, and Business Intelligence Specialists. Level: advanced.

How long is the Data Mining Using Python training?

The training lasts 2 days. It is delivered online or on-site.

Will I receive a certificate?

Yes — every participant receives a completion certificate confirming acquired competencies. EITT is ISO 9001 certified.

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.