Technologies / Artificial Intelligence

Machine Learning with Rules Using Python skope-rules

Practical training on using the skope-rules library in Python to create interpretable rule-based machine learning models. Participants will learn methods for automatically generating readable rules from data and techniques for using them in data science projects. The program combines theory with intensive workshops during which participants implement their own solutions using skope-rules in real use cases.

Required Participant Preparation

Intermediate Python language knowledge
Basic machine learning knowledge
Experience with numpy and pandas libraries
Basic statistics knowledge

Benefits

Practical knowledge of the skope-rules library
Ability to create interpretable ML models
Capability to generate readable business rules
Knowledge of Python data science ecosystem integration
Skills in rule model evaluation and optimization
Knowledge of rule model deployment techniques
Certificate confirming skope-rules proficiency

Who is this training for?

Python developers interested in machine learning

Data Scientists seeking interpretable models

Data analysts working on explainable models

ML specialists focusing on model transparency

Domain experts wanting to automate rule discovery

ML engineers working in regulated sectors

AI consultants responsible for business implementations

Training program

Integration with data science ecosystem
Data preparation for rule generation
Rule-based system architecture

Creating and training models
Rule extraction techniques from data
Learning parameter optimization

Advanced Applications
Integration with scikit-learn pipelines
Handling categorical and numerical data
Rule complexity reduction techniques
Rule visualization and interpretation

Model serialization and deployment
Rule performance monitoring

Production system integration

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

Training Topics

Frequently asked questions

What are the prerequisites for this training?

The Machine Learning with Rules Using Python skope-rules training does not require specialized prior knowledge. Basic IT knowledge is sufficient.

What is the format and duration of this training?

The training lasts 2 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: Python developers interested in machine learning; Data Scientists seeking interpretable models; Data analysts working on explainable models.