Генеральный
информационный
партнёр
ТАСС Генеральный информационный партнёр

Machine learning and big data

The competence "Machine Learning and big data" tests the skills of solving machine learning problems using various algorithms for data processing, analysis and visualization. The article considers the application of machine learning to practical new tasks and the ability to interpret the results obtained.
When solving competitive tasks, you need to apply machine learning algorithms in practice to data sets, such as text analysis, image analysis, medical diagnostics, audio signals, financial and banking data, etc.


Content of the competence


Team work

Competence Team

Work on the competence "Machine learning and big data" is individual.
The contest task is performed by the contestant and the score is given to the contestant.

Team composition

1 participant + 1 expert

Expert team
  1. Expert 1-A Fellow Citizen
List of participants
  1. Member 1

Completing and evaluating a task

Team members complete a technical task

18 hours
=
  • 3 days of 5 hours
  • 1 day 3 hours

The results are evaluated by experts on day 4.
Experts are trained in verification methods and tools.


Competitive task

Composition of the competition task

  • Uploading, preparing, and pre-examining data
  • Study parameters that affect the target variable. Preparing the final function
  • Variable selection: start building the model(s) and test the significance of the selected variables
  • Developing a model
  • Updating the target model. GUI development
  • Final configuration of model parameters and presentation of the final model, graphical interface

Source data model

  • Unstructured data (images, video, audio)
  • Spreadsheets with signals and process parameters

Evaluation scheme

Layer 1
Layer 1
Layer 1
Layer 1
Layer 1
Layer 1
100% Layer 1
  • 7 Uploading, preparing, and pre-examining data
  • 15 Examining parameters that affect the target variable
  • 15 Variable selection: Start building the model(s) and test the significance of the selected variables
  • 40 Developing a model
  • 8 Updating the target model. GUI development
  • 15 Final configuration of model parameters and presentation

Materials to download



Ad platform rules

  1. Work on the site – both Participants and Experts, is carried out strictly according to the work plan on the site
  2. Working hours are tracked by a timer that is visible from everywhere
  3. There should be no foreign objects on the participant's desk: flash drives, notebooks, headphones, smart watches, cases, bags, etc.
  4. The following items are allowed on the participant's table: a fountain pen, pencil, paper, medicines, and eating at lunchtime.

Rules of communication on the site

  1. Participants interact only within their own team
  2. Interaction of participants with fellow experts is allowed only in the presence of an expert from another division
  3. All participants and experts respect the interests and opinions of their colleagues, and demonstrate a high level of professionalism and culture by their example

Site operation plan

  • The site's work plan is published, indicating the time and location
  • The plan contains all the important information for Experts and Participants
  • We start and finish on time, "Seven don't wait for one" is our principle

Participant's workplace

  • The equipment of the workplace is regulated by the "Toolbox", information about which is provided in the Technical Description of the competence, in the section" Materials and equipment", subsection "Materials, equipment and tools in the"Toolbox".

Data formats

  • All documents required for completing the competition task are provided by the Organizer
  • Tender documentation (text and graphic) is provided in printed form on paper and in electronic form

STRICTLY PROHIBITED BY THE RULES

  1. During the competition days from C-1 to C4, bring to the workplace and/or remove from the workplace any information in electronic, printed or handwritten form
  2. Use on-site communication devices (smartphones, tablets, etc.), as well as any media devices for recording and playing video and audio
  3. Perform attempts and / or data transfers from on-site and off-site workstations by any means other than those permitted by the Contest Task
  4. During the contest task, communicate with anyone without the permission of the Chief Expert, except for the members of your team

Your Expert

Belousov Pavel Anatolyevich
Chief Expert of the Machine Learning and Big Data competence

+7 910 526 1100

PABelousov@oiate.ru

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