Create a weather forecast model with ML

How to create a simple weather forecast model using ML and how to find public available weather data with ERA5!

As a data scientist at Intellegens, I work on a plethora of different projects for different industries including materials, drug design, and chemicals. For one particular project looking I was in desperate need of weather data. I needed things like, temperature, humidity, rainfall, etc. Given the spacetime coordinates (date, time and GPS location). And this made me fall into a rabbit hole so deep, that I decided to share it with you!

Weather Data

I thought that finding an API that could give this type of information was going to be easy. I didn’t foresee weather data to be one of the most jealously kept types of data.

If you search for “free weather API”, you will see plenty of similar websites with different services but not actually free and even if there is a free package, it will never have historical weather records.You really need to search hard before finding the Climate Data Store (CDS) web site.

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Intro 2: Our Thoughts create our Unhappiness

It is not events that disturb people, it is their judgements concerning them.

In last month’s post we saw how it is hard to retain happiness and how this concept might be even misleading; how trivial things can spoil our life and finally how our own thought process  can help us to get closer to our goals and to a life worth living.

In this post we will continue our conversation and will look at one of the most famous Stoic quote:

“It is not events that disturb people, it is their judgements concerning them.”


This short sentence is one of the cornerstones of Stoic philosophy, let’s see how:

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