Published in Atheros·May 5, 2020Text classification with transformers in Tensorflow 2: BERTIntroduction The transformer-based language models have been showing promising progress on a number of different natural language processing (NLP) benchmarks. The combination of transfer learning methods with large-scale transformer language models is becoming a standard in modern NLP. In this article, we will make the necessary theoretical introduction to transformer architecture…Machine Learning10 min read
Published in Atheros·Jan 13, 2020Top AI and Machine Learning Books for Business Leaders In 2020This article is also available at https://atheros.ai/blog/top-ai-and-machine-learning-books-for-business-leaders without a paywall. Introduction AI & machine learning are becoming part of today’s products more than ever before. It is now even more important for businesses to have a clear vision of how artificial intelligence intersects with their mission. This is the reading list…Artificial Intelligence5 min read
Published in Atheros·Jan 8, 2020How to Build GraphQL APIs for Text Analytics in PythonAlso available at https://atheros.ai/blog/how-to-build-graphql-api-for-text-analytics-in-python without the paywall. Introduction GraphQL is a query language and a server-side runtime environment for building APIs. It isn’t tied to any specific database or programming language, meaning you can build your GraphQL server in Node.js, C#, Scala, Python and more. The ecosystem in JavaScript is the…Machine Learning5 min read
Published in Atheros·Jul 3, 2019GraphQL interfaces and unions — how to design GraphQL schemaIntroduction This article is a part of free GraphQL Language course. To fully understand the content you need to be familiar with basic GraphQL concepts like SDL language, GraphQL document syntax or GraphQL object types and scalars. …Programming6 min read
Published in Atheros·May 21, 2019React Hooks in Apollo client for GraphQL queries and mutations(This article is also available on atheros.ai without the paywall.) Introduction The hype following the last React conference has diminished. The proposal for React Hooks was introduced as part of the React alpha release. Since React v16.8, React Hooks have been in all official release as well. How does this improvement…React5 min read
Published in Atheros·Nov 21, 2018Generate Javascript static types from GraphQL: TypeScript and Flow(This article is also available at atheros.ai without the paywall.) Introduction Javascript is usually considered as an untyped or weakly-typed language. I will not go into the discussion about this topic in this article. You can check out for example this StackOverflow thread for more information. We currently cannot prove the…Graph QL8 min read
Published in Atheros·Oct 31, 2018GraphQL best practices for GraphQL schema designThis article is a part of free GraphQL Language course. To fully understand the content you need to be familiar with basic GraphQL concepts like SDL language, GraphQL document syntax or GraphQL object types and scalars. If you do not have this knowledge, you can take a look at our…Graph QL5 min read
Published in Atheros·Oct 16, 2018How to learn GraphQL, React and Node.js fasterLearning GraphQL, React, Node.js, and engineering in general is not easy for most people. In this article we will go through some of the top cognitive biases that you need to be aware of to accelerate your learning rate, to decide when to switch technologies, and to refactor your code…Software Development8 min read
Published in Atheros·Sep 3, 2018GraphQL List — How to use arrays in GraphQL schema (GraphQL Modifiers)Introduction It is often common practice in REST APIs to return a JSON response with an array of objects. In GraphQL we would like to follow this pattern as well. In this article we will go through modifiers, a special group of types which allows us to modify the default behavior…Graph QL8 min read
Published in Atheros·Aug 16, 2018GraphQL security in Node.js projectIntroduction GraphQL is a powerful tool, but with great power come great security risks. One of the biggest advantages of GraphQL is that you are able get data across multiple resources within a single request. This allows the potential attacker to make complex queries that quickly result in resource exhaustion. …Graph QL5 min read
