Maximizing efficiency and reliability through automated testing — There are several reasons why API performance testing is important in data science. Speed: API performance is critical in many data science applications, as the API may perform computationally expensive tasks or handle large amounts of data. …

Find the most similar sentences based on their semantic meaning in Python — Sentence transformers is a Python framework for state-of-the-art vector representations of sentences. Having the sentences in space we can compute the distance between them and by doing that, we can find the most similar sentences based on their semantic meaning. As an example, let’s say that we have these two…

Start, Run, And Detach All Screen Sessions At Once — Linux’s Screen lets you run terminal applications to a Server in the background even if you disconnect from the ssh connection. It’s especially useful for us when running APIs or Web Apps like Streamlit. The problem with Screen is that if the server goes down for any reason like update…

In this tutorial, we will show you how you can use filters for databases in Streamlit. We will use PostgresSQL but you can use the same logic everywhere. The hypothetical database that we are going to use has a table called movies and we want to filter it based on…

A complete guide — from data preprocessing to usage — Online libraries like HuggingFace provide us with state-of-the-art pre-trained A.I. models that can be used for many different applications in Data Science. In this post, we will show you how to use a pre-trained model for a regression problem. …

The Power Of Critical Thinking — Data scientists are like swiss army knives, we can use our knowledge nearly everywhere if we try to understand and think about a need or a problem. Many of us are hesitating to deal with projects that seem to be out of the data science scope and personally I think…

A powerful tool to estimate population statistics from a sample — Bootstrapping is a method that estimates the population characteristics by using repeated sampling of a representative sample. In this post, we will use bootstrap in a real case scenario in which we will try to estimate the confidence interval of the population mean. For this example, we are using the…

A Beginner’s Guide To Browser Automations — Selenium is an open-source tool that can automate tasks on a web browser. Its main purpose is testing, however, it’s a powerful tool for a developer/data scientist because it has many more applications like scraping and automating boring tasks like posting on pages on Facebook. …

Develop a mini cryptocurrency dashboard in a few lines of code — Streamlit is our favorite way to create python web apps due to its simplicity. You can build beautiful and complex apps without any front‑end experience. In this post, we will create a mini cryptocurrency dashboard that will show the closing price over time. To install Streamlit: pip install streamlit The python code The…