This article briefly discusses five reasons to adopt FastAPI as the framework for our REST API and why it offers an outstanding balance between performance and productivity.
Category: Article
What are Machine Learning Tasks? (part 2)
Machine Learning is a set of computational techniques that allows us to extract patterns from data. In other words, these algorithms can learn the information contained in datasets like tabular data, text, images, or even videos. However, there is no universal algorithm capable of learning every pattern from every kind of data. Each machine learning algorithm solves a specific type of learning problem. We call machine learning tasks the particular learning problems solved by machine learning algorithms.
What are Machine Learning Tasks? (part 1)
Machine Learning is a set of computational techniques that allows us to extract patterns from data. In other words, these algorithms can learn the information contained in datasets like tabular data, text, images, or even videos. However, there is no universal algorithm capable of learning every pattern from every kind of data. Each machine learning algorithm solves a specific type of learning problem. We call machine learning tasks the particular learning problems solved by machine learning algorithms.
How to scale attributes with normalization and standartization
Attributes in different scales are common in Machine Learning projects. For example, a medical record dataset can include in the columns weight, height, and blood pressure. These attributes have different units of measure and vary in different intervals, making their comparison difficult. In these cases, we can apply a process called scaling to make this comparison easier. … Continue reading How to scale attributes with normalization and standartization
Big and Complex Projects Will Demotivate You, Build Simple and Small Projects
In this post, we discuss how big and complex projects are demotivating, and how we can overcome the demotivation building smaller and simpler projects.
5 Reasons Why Google Colaboratory is the Right Tool for Beginner Data Scientists
Google Colab is the right tool to get started with data science. You don't need to install software, you have proper documentation, and you can share your work easily. Int this article, we list five reasons that make Google Colab the right tool for beginner data scientists.
Gym Tutorial: The Frozen Lake
In this article, we are going to learn how to create and explore the Frozen Lake environment using the Gym library, an open source project created by OpenAI used for reinforcement learning experiments. The Gym library defines a uniform interface for environments what makes the integration between algorithms and environment easier for developers. Among many … Continue reading Gym Tutorial: The Frozen Lake
Introduction to Reinforcement Learning: the Frozen Lake Example
In this post, we introduce Reinforcement Learning basic concepts using the Frozen Lake game example.
How AI Learns to Play Games
A brief introduction to reinforcement learning paradigm, from the perspective of game agents.
Top 5 Free Courses in Reinforcement Learning
In this post, we bring 5 courses developed by top of mind universities and companies, and you can watch them online for free.
