Learn how to create a Knowledge Graph, analyze it, and train Embedding models — In another post, we discussed Knowledge Graphs (KGs) and their main concepts. Now, I made a short tutorial to explain how to build a KG, analyze it, and create embedding models. Let’s begin! Build a knowledge graph The first step is to load our data. In this example…

All you need to know about Knowledge Graphs — Imagine you could weave information into a living tapestry of interconnected insights: a web where data comes alive with context and understanding. As our world becomes increasingly connected, the traditional methods of organizing and navigating data fall short of capturing the intricate web of relationships that govern knowledge. With this…

How to speed up your projects using AutoML — PyCaret is an open-source Machine Learning library that simplifies the end-to-end development process. It automates various steps, such as data preprocessing, feature engineering, model selection, and hyperparameter tuning, making it an ideal choice for beginners and experienced data scientists alike. …

A brief introduction to Autoencoders: uses and architectures — Our minds extract and compress knowledge from the world, which we reuse to face other similar situations. One of the critical aspects of that process is that we don’t store all the details of the actual event: just the essential information that allows us to recreate it. What if you…

Our world is a complex web of connections. From molecules to genes, from people to organizations, our reality can be considered a connection of components. Everything is connected, meaning everything can be represented as components related to other components. In the Machine Learning world, this representation can be done using…

Characterize molecules, visualize them in 2D & 3D, perform similarity analysis and get their properties — The building blocks of life are truly amazing. Small components come together to form more complex structures, which eventually join other structures to develop complex functionalities. Atoms are the smallest unit of matter, that combine to form molecules, which represent the smallest bits of compounds. For example, 2 hydrogen atoms…

The building blocks of living organisms — Matter is made of combinations of elements, and the smallest particle of an element that still retains its distinctive chemical properties is an atom. However, the characteristics of substances other than pure elements — including the materials from which living cells are made — depend on the way their atoms…

The fundamentals behind buying and selling data — In Argentina, chronic inflation over the past years has destroyed all reference prices. What’s cheap and what’s expensive? You have to be a psychic to know. …

How Paraphrase Generation techniques can be used and measured — How much do you trust scientific publications? The growth in research publication combined with the availability of new digital technologies is a double-edge sword. …