Hands-on Tutorials

Figure 1. Kubeflow Pipelines | Image by author | Icons from freepick, flat-icons

Kubeflow [1] is a platform that provides a set of tools to develop and maintain the machine learning lifecycle and that works on top of a kubernetes cluster. Among its set of tools, we find Kubeflow Pipelines. Kubeflow Pipelines [2] is an extension that allows us to prototype, automate, deploy…


Hands-on Tutorials

Figure 1. A representative architecture of HyperOpt | Image by author | Icons taken from Vitaly Gorbachev, Freepick

Finding the optimal hyperparameter configuration for a given function should not be based entirely on intuition or the experience of some. On the contrary, the search for such an optimal configuration must be supported by approaches that guarantee such optimality. Among so many approaches, we can find some based on…


Figure 1. Two-tailed & One-tailed test | Image by author

Surely in some part of your training or even in your work, you have heard about hypothesis tests, but do you know what they are for or how they are implemented? …


Photo by Edwin Hooper on Unsplash

In the first half of 2020, the whole world collapsed, the number of infected people increased dramatically, and consequently, deaths amounted to thousands day after day, how to stop such a catastrophe? for the first time we were really aware of how fragile the human is.

The greatness of the…


Photo by Aron Visuals on Unsplash

When we die, time is over.

The only asset that is consumed over time and that is impossible to renew, is time itself. So real and tangible is the consummation of time that even the minutes you spend reading this piece of text will never, ever come back.

“Your time…


Figure 1. AWS Lambda, API Gateway, Serverless Framework | Image by author

Serverless environments have emerged as a disruptive alternative for the deployment of applications in cloud instances without the need to configure, manage, operate and maintain a traditional server.

In this tutorial, we will see an example about how to develop, configure, integrate and deploy a Lambda Function [1] that extends…


Figure 1. SHAP | Image by author | Icons by freepick

In the past decade, we have witnessed the explosion of the age of artificial intelligence, driven by academia and embraced by the industry. Such has been the inclusion of AI in everyday life that even business models revolve around artificial intelligence models.

AI has shown impressive results in areas such…


Figure 1. Transformers | Image by author

Using state-of-the-art Natural Language Processing models has never been easier. Hugging Face [1] has developed a powerful library called transformers which allows us to implement and make use of a wide variety of state-of-the-art NLP models in a very simple way. …


Image by author | Icon taken from freepick

Failure is a must. Getting it wrong is a necessity. The failure or the mistake involves a drama, a disappointment. However, breaking things is the starting point towards improvement, towards progress, towards excellence. …


Photo by Cassiano Psomas on Unsplash

The art of repeating implies maximizing the probability of success. Throughout life, we have mastered skills, knowledge, habits, and thoughts through an artistic act of repetition. …

Fernando López

Data Scientist at Hitch

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