Monthly Challenge – Sofia Air – Solution – Jacob Avila

Posted 8 CommentsPosted in Prediction systems

Preliminary Analisys Due to the objective focused on predicting air quality forecast for the next 24 hours per station, first step should be data understanding for citizen science air quality measurements to group it by station and summarize them by day. To complete this task for inspection and pre-processing in order to find missing data, outliers and […]

October Data Science Monthly Challenge

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Why you should join the Data Science Monthly Challenge and what you can expect?

The Data Science Monthly Challenge provides an exceptional opportunity for participants to be involved in finding a solution to a real data science problem [https://bit.ly/2CAg0V8] step by step. The proposed gradual approach towards advanced business problems will give participants a chance to familiarize themselves in depth with each of the important steps which should be considered during the development of an effective and high-quality data science projects.

And last but not least the monthly challenge is an excellent opportunity for data enthusiasts to prepare themselves for participation in the Global Datathon organized by the Data Science Society during which the time is constrained and there is a much higher level of competition. The acquired skills and deeper understanding during the monthly challenges will play a key role and serve as a competitive advantage of the teams in such large-scale events such as the Global Datathons. Nevertheless, the monthly challenge can also be inspiring for those with more competitive attitude because there will be voting for each article and peer-to-peer reviews and each week the best-voted articles in progress will be uploaded on the News section of the site. 

So, what are you waiting for? 🙂
Register now for the learning challenge before 15th of Oct at http://bit.ly/2QyNshI

Datathon Air Sofia Solution – Team Teljapenosss

Posted 5 CommentsPosted in Prediction systems

— Team Teljapenosss Team Members — Jalapeno (Nasiba Zokirova) Team Mentor: petya-par   Business Understanding The levels of air pollution allegedly caused by solid fuel heating and motor vehicle traffic are ever growing in the City of Sofia. The primary economical impact for the City of Sofia was a ruling by the European Court of […]

Datathon NSI Mentors’ Guidelines – Economic Time Series Prediction

Posted 1 CommentPosted in GD2018 Mentors, Mentors

In this article the mentors give some preliminary guidelines, advice and suggestions to the participants for the case. Every mentor should write their name and chat name in the beginning of their texts, so that there are no mix-ups with the other menthors. By rules it is essential to follow CRISP-DM methodology (http://www.sv-europe.com/crisp-dm-methodology/). The DSS […]

Datathon Telenor Mentors’ Guidelines – On TelCo predictions

Posted Leave a commentPosted in GD2018 Mentors, Mentors

In this article the mentors give some preliminary guidelines, advice and suggestions to the participants for the case. Every mentor should write their name and chat name in the beginning of their texts, so that there are no mix-ups with the other menthors. By rules it is essential to follow CRISP-DM methodology (http://www.sv-europe.com/crisp-dm-methodology/). The DSS […]

Datathon Sofia Air Mentors’ Guidelines – On IOT Prediction

Posted Leave a commentPosted in GD2018 Mentors, Mentors

In this article the mentors give some preliminary guidelines, advice and suggestions to the participants for the case. Every mentor should write their name and chat name in the beginning of their texts, so that there are no mix-ups with the other menthors. By rules it is essential to follow CRISP-DM methodology (http://www.sv-europe.com/crisp-dm-methodology/). The DSS […]

Datathon Kaufland Mentors’ Guidelines – On Predictive Maintenance

Posted Leave a commentPosted in GD2018 Mentors, Mentors

In this article, the mentors give some preliminary guidelines, advice, and suggestions to the participants for the case. Every mentor should write their name and chat name at the beginning of their texts so that there are no mix-ups with the other mentors. By rules, it is essential to follow CRISP-DM methodology (http://www.sv-europe.com/crisp-dm-methodology/). The DSS […]

Monthly Challenge – Sofia Air – Team Yagoda – Solution

Posted 13 CommentsPosted in Datathons Solutions

Business understanding A vibrant and dynamic lifestyle of a big city leads to a necessity its citizens to deal with  particular drawbacks. In case with the capital of Bulgaria – Sofia, unsatisfactory air quality level has become one of the most discussed topics not only among local environmental agencies but even among European regulatory intuitions: the European […]

Monthly Challenge – Sofia Air – Solution – Banana

Posted 11 CommentsPosted in Prediction systems

Business Understanding Air pollution is one of the major global topics in every part of the modern life – politics, ecology, social responsibility etc. In the last few years it became a major topic for Bulgaria and especially for Sofia. It is a well – known fact that our capital’s air is rather polluted. The […]