Al Jazeera’s AI robotic has crunched the numbers and processed predictions for at present’s 4 fixtures.
Some people would say a soccer match is unattainable to foretell with any nice certainty, however Kashef, our Synthetic Intelligence (AI) predictor, would disagree.
Kashef has been taking part in with historic knowledge and efficiency to foretell the outcomes of every recreation all the best way to the ultimate.
Listed here are Kashef’s predictions for at present’s matches:
Who: Argentina vs Saudi Arabia, Group C
The place: Lusail Stadium
When: Tuesday, November 22: 1pm (10:00GMT)
No shock that Kashef is backing Lionel Messi and his workforce to beat the Inexperienced Falcons in at present’s first fixture.
Learn our match preview right here.
Who: Denmark vs Tunisia, Group D
The place: Training Metropolis Stadium
When: Tuesday, November 22: 4pm (13:00 GMT)
Kashef is siding with the Danish Dynamite on this one. Nevertheless, Tunisia nonetheless stands an nearly 50 p.c likelihood of choosing up no less than some extent.
Learn our match preview right here.
Who: Mexico vs Poland, Group C
The place: Stadium 974
When: Tuesday, November 22: 7pm (16:00 GMT)
Kashef believes Robert Lewandowski and his workforce have extra likelihood of getting a draw than a win towards a powerful Mexico aspect.
Learn our match preview right here.
Who: France vs Australia, Group D
The place: Al Janoub Stadium
When: Tuesday, November 22: 10pm (19:00 GMT)
Kashef is backing the reigning world champions to win their first match towards the Socceroos. France beat Australia 2-1 on the World Cup 2018. Sadly, Kashef had not been born then, however he assures us he would have simply predicted a France win.
Learn our 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 embrace the variety of wins, targets scored, FIFA rankings and extra, from the matches performed greater than the previous century, totalling greater than 100,000 information.
We ran these via Google Cloud’s Vertex AI, which produces state-of-the-art fashions – adopting Google Mind – that use Environment friendly Neural Structure Search (ENAS) to search out one of the best prediction mannequin. The information pipeline is constructed with GCP-BigQuery.
After each match, the mannequin will probably be rerun to foretell the result of the subsequent recreation throughout to the ultimate.
Predicting match outcomes will not be simple. Exterior elements like workforce morale or participant health make a giant distinction in how the sport goes.
Primarily based on our simulations for the 2014 and 2018 World Cup tournaments, Kashef is about 71 p.c correct, with an space beneath the curve (AUC) of some 67 p.c.