Process Mining w Python Training Course
Description
Extending Process Mining analytics using Python tools allows for greater flexibility when a deeper insight into data from processes is required. Process Mining itself (Polish: Eksploracja procesów) is a technique that applies algorithms to event logs to analyze business processes. Process Mining connects data with processes and provides insights into trends and patterns affecting process performance.
Course Outline
Course Outline
Introduction
Overview of Process Mining
• Examples of Analyses
• Notation Types Used in Process Mining
• Data (Event Logs)
• XES Data Standard
Process Mining in Python
• PM4Py library
• Data Structures for Processes
• Process Discovery Algorithms (alpha algorithm, alpha+, …)
Exercises
• ETL (Extract, Transform, Load) for Process Mining
• Directly-Follows Graphs
• Inductive Process Mining
• Process Model Visualization
• Analysis Visualization
• Process Model Metrics - Confusion Matrix, Fitness and Precision
• Conformance Checking
• Sojourn Time vs Waiting Time
• Bottlenecks
Summary and Conclusions
Requirements
Requirements
• Basic knowledge of the Python programming language
• Basic understanding of Data Science concepts
Audience
• Data Science specialists
• Python programmers interested in expanding their knowledge about automated process discovery and gaining insights into processes based on data
Open Training Courses require 5+ participants.
Process Mining w Python Training Course - Booking
Process Mining w Python Training Course - Enquiry
Process Mining w Python - Consultancy Enquiry
Testimonials (2)
Examples/exercices perfectly adapted to our domain
Luc - CS Group
Course - Scaling Data Analysis with Python and Dask
The trainer was very available to answer all te kind of question I did
Caterina - Stamtech
Course - Developing APIs with Python and FastAPI
Upcoming Courses
Related Courses
Testable Requirements - How to Write Good Acceptance Criteria?
14 HoursThis instructor-led, live training in Slovenia (online or onsite) is aimed at intermediate-level business and IT professionals who wish to learn how to write effective acceptance criteria for requirements.
By the end of this training, participants will be able to:
- Understand the importance of acceptance criteria.
- Create and verify requirements acceptance criteria.
- Apply different methods for describing acceptance criteria.
- Ensure the quality of analytical artifacts.
Scaling Data Analysis with Python and Dask
14 HoursThis instructor-led, live training in Slovenia (online or onsite) is aimed at data scientists and software engineers who wish to use Dask with the Python ecosystem to build, scale, and analyze large datasets.
By the end of this training, participants will be able to:
- Set up the environment to start building big data processing with Dask and Python.
- Explore the features, libraries, tools, and APIs available in Dask.
- Understand how Dask accelerates parallel computing in Python.
- Learn how to scale the Python ecosystem (Numpy, SciPy, and Pandas) using Dask.
- Optimize the Dask environment to maintain high performance in handling large datasets.
Data Analysis with Python, Pandas and Numpy
14 HoursThis instructor-led, live training in Slovenia (online or onsite) is aimed at intermediate-level Python developers and data analysts who wish to enhance their skills in data analysis and manipulation using Pandas and NumPy.
By the end of this training, participants will be able to:
- Set up a development environment that includes Python, Pandas, and NumPy.
- Create a data analysis application using Pandas and NumPy.
- Perform advanced data wrangling, sorting, and filtering operations.
- Conduct aggregate operations and analyze time series data.
- Visualize data using Matplotlib and other visualization libraries.
- Debug and optimize their data analysis code.
Insurtech: A Practical Introduction for Managers
14 HoursInsurtech (a.k.a Digital Insurance) refers to the convergence of insurance + new technologies. In the field of Insurtech "digital insurers" apply technology innovations to their business and operating models in order to reduce costs, improve the customer experience and enhance the agility of their operations.
In this instructor-led training, participants will gain an understanding of the technologies, methods and mindset needed to bring about a digital transformation within their organizations and in the industry at large. The training is aimed at managers who need to gain a big picture understanding, break down the hype and jargon, and take the first steps in establishing an Insurtech strategy.
By the end of this training, participants will be able to:
- Discuss Insurtech and all its component parts intelligently and systematically
- Identify and demystify the role of each key technology within Insurtech.
- Draft a general strategy for implementing Insurtech within their organization
Audience
- Insurers
- Technologists within the insurance industry
- Insurance stakeholders
- Consultants and business analysts
Format of the course
- Part lecture, part discussion, exercises and case study group activities
FARM (FastAPI, React, and MongoDB) Full Stack Development
14 HoursThis instructor-led, live training in (online or onsite) is aimed at developers who wish to use the FARM (FastAPI, React, and MongoDB) stack to build dynamic, high-performance, and scalable web applications.
By the end of this training, participants will be able to:
- Set up the necessary development environment that integrates FastAPI, React, and MongoDB.
- Understand the key concepts, features, and benefits of the FARM stack.
- Learn how to build REST APIs with FastAPI.
- Learn how to design interactive applications with React.
- Develop, test, and deploy applications (front end and back end) using the FARM stack.
Developing APIs with Python and FastAPI
14 HoursThis instructor-led, live training in Slovenia (online or onsite) is aimed at developers who wish to use FastAPI with Python to build, test, and deploy RESTful APIs easier and faster.
By the end of this training, participants will be able to:
- Set up the necessary development environment to develop APIs with Python and FastAPI.
- Create APIs quicker and easier using the FastAPI library.
- Learn how to create data models and schemas based on Pydantic and OpenAPI.
- Connect APIs to a database using SQLAlchemy.
- Implement security and authentication in APIs using the FastAPI tools.
- Build container images and deploy web APIs to a cloud server.
Fintech: A Practical Introduction for Managers
14 HoursIn this instructor-led, live training in Slovenia, participants will gain an understanding of the technologies, methods and mindset needed to implement a Fintech strategy.
This training is aimed at managers who need to gain a "big picture" understanding of Fintech, break down the hype and jargon, and take tangible first steps towards the adoption of new technologies applicable to financial business and services.
By the end of this training, participants will be able to
- Present viable Fintech strategies for their organization.
- Understand and explain the role and functionality of key technologies.
- Draft an action plan for introducing new technologies in step-by-step fashion.
Insurance in the Digital Era
14 HoursInsurance in the Digital Era is an applied overview of how digital transformation reshapes products, operations, and customer engagement in the insurance industry.
This instructor-led, live training (online or onsite) is aimed at intermediate-level insurance professionals who wish to understand and apply digital technologies, data-driven strategies, and innovation frameworks to modernize insurance offerings and operations.
By the end of this training, participants will be able to:
- Explain the role of AI, Big Data, IoT, and automation in modern insurance workflows.
- Identify InsurTech trends and how they affect the insurance ecosystem.
- Design customer-centric strategies enabled by digital tools and data insights.
- Apply data-driven approaches to risk management and decision making.
- Develop an innovation and change management approach suitable for insurers.
- Assess real-world case studies and translate lessons into local initiatives.
Format of the Course
- Interactive lecture and discussion.
- Case study analysis and group workshops.
- Practical exercises and action planning for participants’ organizations.
Course Customization Options
- To request a customized training for this course, please contact us to arrange.
IREB Certified Professional for Requirements Engineering - RE@Agile Primer
14 HoursThis foundation level course addresses the needs of people involved in the topic of Requirements Engineering and Agile. This includes people in roles such as project or IT management, domain experts, system analysts and software developers, Scrum Masters, Product Owners and persons who are part of Agile organizations.
RE@Agile is inspired both by IREB’s view of Agile values as well as by an Agile view of Requirements Engineering values. Its content includes classification and assessment of Requirements Engineering work products and techniques in the context of Agile, of Agile work products and techniques in the context of Requirements Engineering, and of essential process elements in Agile product development. RE@Agile points to the motivation to use Agile in a development process.
An important area is the synergy between Requirements Engineering and Agile: Agile Principles concerning Requirements Engineering and Agile mindset in relation to the core Requirements Engineering values.
The Examination
This course is the basis for the RE@Agile Primer examination. Two different examinations are available:
- Proctored multiple-choice examination with official RE@Agile Primer certificate, similar to the CPRE Foundation Level and Advanced Level multiple-choice examinations, but 40 minutes duration.
- Online multiple-choice self-assessment with confirmation of participation.
IREB Certified Professional for Requirements Engineering - Advanced Level RE@Agile
21 HoursThis Advanced Level Module RE@Agile is addressed to Requirements Engineers and agile professionals. It focuses on understanding and applying practices and techniques from the Requirements Engineering discipline in agile development processes as well as understanding and applying concepts, techniques and essential process elements of agile approaches in Requirements Engineering processes./p>
The Examination
This course is intended to prepare for the Advanced Level certification exams of the:
- RE@Agile - Practitioner (certificate consists of a multiple-choice exam)
- RE@Agile - Specialist (certificate consists of a written assignment)
IREB Certified Professional for Requirements Engineering - Advanced Level Requirements (Elicitation)
21 HoursThis 3 day course is delivered as live instructor-led, either online (remote) or onsite (classroom).
This course provides methods and good practices of Requirements Engineering that can be introduced in any organization, regardless of the business domain with a focus on the elicitation (or extraction of requirements) and their consolidation (negotiation and integration).
The content of the course is also preparation for the Advanced level of certification.
Who is this course for ?
Professionals with career profiles like Requirements Engineering, business analysis, business engineering, and organizational design, who wish to extend their knowledge and skills in the area of requirements elicitation.
Examination:
Additional exam fees charged when applicable.
The “IREB Certified Professional for Requirements Engineering – Advanced Level (Elicitation)” exam consists of:
CPRE Advanced Level (Modeling) – Practitioner
-
The exam to achieve the Requirements Elicitation - Practitioner - certificate consists
of a multiple-choice exam.
CPRE Advanced Level (Modeling) – Specialist
-
The exam to achieve the Requirements Elicitation - Specialist - certificate consists of
a written assignment.
IREB Certified Professional for Requirements Engineering - Advanced Level Requirements (Management)
21 HoursThis 3 day course is delivered as live instructor-led, either online (remote) or onsite (classroom).
Who is this course for:
The Advanced Requirements Management course is aimed at professionals in the fields of requirements engineering, business analysis, business engineering, organizational design, etc. who wish to deepen their knowledge and skills in the area of requirements management.
Examination:
Additional exam fees charged when applicable.
The “IREB Certified Professional for Requirements Engineering – Advanced Level (Management)” exam consists of:
CPRE Advanced Level (Management) – Practitioner
- The exam to achieve the Requirements Management - Practitioner - certificate consists
of a multiple-choice exam.
CPRE Advanced Level (Management) – Specialist
- The exam to achieve the Requirements Management - Specialist - certificate consists of
a written assignment.
IREB Certified Professional for Requirements Engineering - Advanced Level (Modeling)
21 HoursThis 3 day course is delivered as live instructor-led, either online (remote) or onsite (classroom).
Through practical exercises this training will give you greater familiarity with the efficient modeling of information structures, functions, behaviors and scenarios.
Upon conclusion of the training you can take the exam to qualify as an “IREB® Certified Professional for Requirements Engineering – Advanced Level, Requirements Modeling”.
Who is this course for ?
Requirements managers, business analysts, system and software analysts (systems engineers) and project managers.
Examination:
Additional exam fees charged when applicable.
The “IREB Certified Professional for Requirements Engineering – Advanced Level (Modeling)” exam consists of:
CPRE Advanced Level (Modeling) – Practitioner
- The exam to achieve the Requirements Modeling - Practitioner - certificate consists
of a multiple-choice exam.
CPRE Advanced Level (Modeling) – Specialist
- The exam to achieve the Requirements Modeling - Specialist - certificate consists of
a written assignment.
IREB CPRE – Foundation Level (Extended): Practical Requirements Engineering and Certification Preparation
14 HoursRequirements Engineering (RE) is a key discipline within software and systems development, focused on identifying, documenting, and managing the needs and constraints of stakeholders to ensure project success.
This instructor-led, live training (online or onsite) is aimed at intermediate-level professionals who wish to deepen their understanding of practical Requirements Engineering while preparing for the IREB CPRE – Foundation Level certification exam.
Upon completion of this training, participants will be able to:
- Understand and apply the key concepts and terminology defined by the IREB CPRE Foundation syllabus.
- Identify and elicit requirements using effective and context-appropriate techniques.
- Model, document, and validate requirements for real-world projects.
- Manage requirements changes, traceability, and prioritization throughout the project lifecycle.
- Use Requirements Engineering tools and best practices to enhance communication and project outcomes.
- Be fully prepared to take and pass the IREB CPRE – Foundation Level certification exam.
Format of the Course
- Interactive lecture and discussion.
- Case-based exercises and collaborative workshops.
- Exam preparation sessions and practice questions.
Course Customization Options
- Additional modules or industry-specific case studies can be added on request.
Accelerating Python Pandas Workflows with Modin
14 HoursThis instructor-led, live training in Slovenia (online or onsite) is aimed at data scientists and developers who wish to use Modin to build and implement parallel computations with Pandas for faster data analysis.
By the end of this training, participants will be able to:
- Set up the necessary environment to start developing Pandas workflows at scale with Modin.
- Understand the features, architecture, and advantages of Modin.
- Know the differences between Modin, Dask, and Ray.
- Perform Pandas operations faster with Modin.
- Implement the entire Pandas API and functions.