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Right here is our AI robotic Kashef with in the present day’s World Cup predictions | Qatar World Cup 2022

Listed here are the outcomes our AI robotic Kashef predicted for the three video games on Monday.

Kashef, our synthetic intelligence (AI) predictor, is to the 2022 World Cup what Paul the Octopus was to the 2010 version.

Kashef has been enjoying with historic knowledge and efficiency to foretell the outcomes of every recreation, all the way in which to the ultimate.

Listed here are its match predictions for the three video games on Monday:

Who: England vs Iran, Group B
The place: Khalifa Worldwide Stadium
When: Monday, November 21 (4pm native time, 13:00 GMT)


Kashef is predicting a win for England this afternoon. Good begin to Harry Kane’s group if issues go based on Kashef’s plans.

Learn the match preview right here.

Who: Senegal v Netherlands, Group A
The place: Al Thumama Stadium
When: Monday, November 21 at 16:00 GMT


The European group to return out on high within the second match of the day as nicely, says Kashef. Senegal, don’t forget, are the reigning African champions so they’d need to show Kashef improper in the present day.

Learn the match preview right here.

Who: USA v Wales, Group B
The place: Ahmed bin Ali Stadium
When: Monday, November 21, 10pm (19:00 GMT)


Will Gareth Bale be proud of Kashef this morning? Most likely not. It has taken Wales a very long time to get again into the World Cup. They might not need to begin that with a loss.

Learn the match preview right here.

How does our AI match predictor work?

Al Jazeera collected greater than 200 metrics measuring the efficiency historical past of the 32 groups competing at this yr’s World Cup.

These embody the variety of wins, objectives scored, FIFA rankings and extra, from matches performed over the previous century, totalling over 100,000 information.

We ran these by means of Google Cloud’s Vertex AI, which produces state-of-the-art fashions – adopting Google Mind – that use Environment friendly Neural Structure Search (ENAS) to seek out the very best prediction mannequin. The information pipeline is constructed with GCP-BigQuery.

After each match, the mannequin might be rerun to foretell the result of the following recreation right through to the ultimate.

Predicting match outcomes isn’t simple. Exterior components like group morale or participant health make a giant distinction to how the sport goes.

Based mostly on our simulations for the 2014 and 2018 World Cup tournaments, Kashef is about 71 % correct, with an space underneath the curve (AUC) of some 67 %.



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