Austrian GP 2017 ?>

Austrian GP 2017

Following the most unpredictable Grand Prix so far this season, F1 is heading to the Red Bull Ring in Austria. The Mercedes are expected to occupy the first row off the starting line. Will this remain till the end of the race? I doubt so. Race predictions have been updated after the qualifying.

Announcing F1-Predictor API ?>

Announcing F1-Predictor API

Since I started this blog, I’m always wondering how I can improve it, what should I write about and how to apply ‘data science’ on anything F1-related. Today, I’m happy to announce that the qualifying and race predictions plus some additional insights (see further down for details) will be exposed via an API and they will be available in JSON format.

Azerbaijan GP 2017 ?>

Azerbaijan GP 2017

The new modelling approach used in the Canadian GP offered accurate predictions especially for the qualifying session. Following Mercedes’ 1-2 in Canada, a Ferrari is again expected to split the Mercedes in qualifying with Hamilton having 72.4% chances of starting in front of Vettel. However, Sebastian has a slightly higher probability (56.7%) to actually win the race. Race predictions have been updated after the qualifying.

Canadian GP 2017 ?>

Canadian GP 2017

I’m proud to announce that the predictions for the next Grand Prix are based on an entirely new modelling approach that promises significantly improved prediction accuracy. The new approach also offers deeper insight by giving for each pair of drivers the probability of the former starting or finishing above the latter. For the upcoming qualifying session, Hamilton edges Vettel by the slightest of margins (50.3% probability of Hamilton starting in front of Vettel). Race predictions have been updated after the…

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Building an F1 prediction engine – Feature Engineering Part II ?>

Building an F1 prediction engine – Feature Engineering Part II

Having explored the data, checked what is available and what’s not, found any inconsistencies and potential problems, it is time to get creative. Feature extraction is the step where an experienced data scientist can really make the difference and improve the subsequent model’s accuracy; many times more than it will be possible through algorithm selection and fine-tuning.

Monaco GP 2017 ?>

Monaco GP 2017

Monaco is going to be a very tight race with Mercedes, Ferrari and (why not) Red Bull since this twisty circuit will hide the deficiencies of their Renault engine. Hamilton and Vettel are again expected to fight for the pole position while Ricciardo may qualify above the Ferrari of Kimi. Jenson Button will struggle although Monaco may be an opportunity for McLaren to get some points. Race predictions have been updated after the qualifying.

Spanish GP 2017 ?>

Spanish GP 2017

With the Spanish Grand Prix approaching, here I present the forecast for the qualifying and race results. For some not-so-clear reason, the model seems to favour Daniel Ricciardo to start 2nd with Hamilton starting as low as 4th. This could due to his crash last year with Nico Rosberg; the model might have thought that it was Hamilton’s fault after all! Surprisingly enough, Verstappen is expected to start only 6th despite his impressive win in 2016.

Analyzing F1 tweets ?>

Analyzing F1 tweets

This is something I wanted to create for the past three years: find out if the results of the drivers in a race are reflected on the sentiment of their fans’ posts on social media. After launching this blog, I found the motivation to actually implement it. In this post I present a nice R Shiny app showing the results and I describe the process behind creating it (code included).

Russian GP 2017 ?>

Russian GP 2017

After getting very accurate predictions for Bahrain GP, I wonder whether the model will be able to replicate that success for the upcoming Russian GP. Vettel is expected to separate the two Mercedes while Ricciardo will qualify ahead of the 2nd Ferrari of Raikkonen. Race predictions have been updated after the qualifying.

Bahrain GP 2017 ?>

Bahrain GP 2017

With Bahrain Grand Prix approaching, here are my predictions for both qualifying and race. For the first time this year, the Mercedes drivers are expected to fill-up the front-row with Raikkonen starting 5th despite his phenomenal performance there last year. Race predictions will be updated after the qualifying.