Technologies / Artificial Intelligence

Practical application of AI in business data analysis using Python and Power BI

Szkolenie wprowadza uczestników w praktyczne wykorzystanie sztucznej inteligencji do analizy danych biznesowych. Program łączy teorię uczenia maszynowego z hands-on experience w Python oraz Power BI. Uczestnicy nauczą się budować modele AI, interpretować wyniki oraz tworzyć interaktywne raporty i dashboardy. Zajęcia prowadzone są w formie warsztatów z praktycznymi ćwiczeniami na rzeczywistych danych biznesowych.

Issues

Artificial intelligence in business analytics
Machine learning and its practical applications
Python for data analysts
Pandas, NumPy and Scikit-learn libraries
Predictive and classification models
Python integration with Power BI
AI-powered analytics in Power BI
Data storytelling and visualization insights
Interpretation of the results of ML models
Automation of analytical processes
Ethics in using AI for business analytics
MLOps and lifecycle machine learning models

Benefits

They will master the ability to build and train basic machine learning models in the Python environment
They will gain practical competence in preparing and transforming data for AI analysis
They will learn to integrate AI analysis results with Power BI to create interactive reports
They will be able to use the built-in AI functions available in Power BI for advanced analysis
They will develop skills to interpret the results of AI models and translate them into specific business recommendations
They will get hands-on experience in communicating insights from AI analyses to different audiences
They will gain knowledge of best practices in implementing AI solutions in a business context
They will be prepared to independently conduct analytical projects using AI

Who is this training for?

Business analysts interested in AI

Business Intelligence Specialists

Data analysts at intermediate level

Analytical consultants

Managers responsible for insights and reporting

Strategic planning specialists

People who work with data in marketing, sales and finance departments

Programmers interested in business data analysis

Prerequisites

Basic knowledge of Python or other programming language
Experience working with data and analytical tools
Knowledge of Power BI at a basic or intermediate level
Basic concepts in statistics and data analysis
Ability to think logically and solve problems

Training program

Applications of machine learning in business
Overview of use cases in various industries
Benefits and limitations of AI-driven approach
Data preparation using Python
Pandas and NumPy libraries in practice
Data cleaning and transformation
Handling data gaps and outliers

Building machine learning models
Introduction to the Scikit-learn library
Linear and logistic regression
Decision trees and random forest
Data classification and clustering
Python integration with Power BI
Importing AI analysis results into Power BI
Create interactive visualizations

Reporting automation
Embedded AI features in Power BI
Q&A and Natural Language Processing
Predictive analytics in Power BI
Decomposition Tree and Key Influencers
AI Insights and anomaly detection
Interpretation of results and decision-making
Communicating the conclusions of AI analyses

Support for decision-making processes
Building confidence in AI models

Marketing data analysis
Sales prediction and demand forecasting

Optimization of operational processes

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

What are the prerequisites for this training?

For Practical application of AI in business data analysis using Python and Power BI we recommend: Basic knowledge of Python or other programming language; Experience working with data and analytical tools; Knowledge of Power BI at a basic or intermediate level.

What is the format and duration of this training?

The training lasts 3 days and is available in online and on-site format. Sessions run from 9:00 AM to 4:00 PM. We can also customize the schedule to fit your team's needs.

Who is this training designed for?

This training is designed for: Business analysts interested in AI; Business Intelligence Specialists; Data analysts at intermediate level.