The AI bootcamp is an intensive one-week course covering the basic concepts of artificial intelligence and machine learning. The course transfers relevant tools and methods including real data and case studies that serve as an entry point to the world of artificial intelligence. The course builds foundations suitable for further upgrade either towards AI projects steering or deeper understanding of the methods. A typical AI project flow is covered, from getting and understanding the data, tuning the models, all the way to their implementation, initial results, and fine-tuning. Alongside the theoretical background, the course also includes practical hands-on Python experience paired with real datasets providing the know-how needed to quickly and efficiently apply these techniques to new problems.
The course is intended for business attendees as a short specialization and introduction to AI and machine learning tools as well as for creating their first prediction/classification models. It implies that attendees already have experience in the technical field they are dealing with and the know-how to think critically about the data they are working with, while we lay the strong foundations of AI during the course.
All participants who successfully finish the course, i.e. attend all the lectures and complete all the assignments, will receive a certificate of completion.
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Syllabus
- data processing
- supervised learning - regression, classification
- unsupervised learning - clustering
- deep learning
- ensemble methods
- model selection and validation
- real datasets and practical examples
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What will you learn
- to understand the basic ML principles
- how to program ML models in Python
- how to efficiently process data
- how to tune and implement regression and classification models
- how to build, train and apply deep NN
- how to implement ensemble methods
- best practices in ML (bias/variance, model selection & validation)
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Prerequisites
- understanding of data
- basic understanding of programming principles
- beginner Python skills are helpful: basic programming, understanding of for loops, if/else statements, datastructures
- interest in AI and machine learning :)
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Pricing
- 1.000 EUR per person (w/o VAT)
- one-week full-day course with course materials and lunch included
- possibility of a company 'tailored' course edition with company datasets (NDA covered), pre-processed by the course leaders and tailored for the attendees to provide initial results as course outputs
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Pristupačnost
