Machine learning is an area of artificial intelligence that is booming in the business world. This area consists of creating programs capable of generating specific behavior from data. Machine learning has multiple applications, such as search engines, medical diagnosis, stock market analysis, games, speech and written language recognition, self-driving cars, advertising targeted by search or purchase history, etc. That sounds like a lot, I know. But once you understand the general concepts, everything is easier and you will get great results. Continue reading Text Classifiers In Machine Learning: Check This API, we will tell you a little about this topic and we will share with you an excellent tool: IAB Tech Lab’s Content Taxonomy.
So… What Is Machine Learning?
Machine learning is an area of artificial intelligence that has been on the rise in recent years in the business world. Machine learning consists of creating programs that are capable of generating specific behavior from data.
Due to this, a new range of opportunities opened since it offers many options for use, such as search engines, medical diagnoses, stock market analysis, games, recognition of speech and written language, etc.
One of the most emblematic examples in recent years where we use machine learning is in the case of smart cars that can drive on their own, these cars use different types of machine learning algorithms, for example, when they meet in a place with a lot of traffic, the computer is able to predict the behavior of drivers, making driving much safer.
Another current example is the use of automatic learning machines that Google uses to learn from your searches and be able to offer to advertise.
Text Classifiers In Machine Learning
Machine Learning is a branch of Artificial Intelligence that is useful to find patterns and make predictions from data.
Text classification is the process by which a computer learns to identify text in one category or another. It can be done by using machine learning algorithms.
Text classification is a part of machine learning which is used to classify text into different categories. It is one of the most important branches of natural language processing and it has many applications in different fields.
We can apply text classification in two ways: supervised and unsupervised. Supervised text classification requires the input to be labeled which means that the input has to have a category assigned to it, while unsupervised text classification does not require any labeling and instead relies on clustering algorithms to divide the input data into appropriate categories.
About Text Classification IAB Taxonomy
The Content Taxonomy has evolved over time to provide publishers with a consistent and easy way to organize their website content. For example, to differentiate “sports” vs. “news” vs. “wellness” material. IAB Tech Lab’s Content Taxonomy specification provides additional utility for minimizing the risk that content categorization signals could generate sensitive data points about some things. Some examples are race, politics, religion, or other personal characteristics that could result in discrimination.
Some frequent questions…
What this API receives and what your API provides (input/output)? Just pass the text that you want to categorize and you will get its IAB taxonomy. Simple as that!
What are the most common uses cases of this API? This API is useful to help those companies with a large amount of data that needs to be sorted by category. Thus, you will be able to gather text by grouping it by category. Besides, ideal for marketing agencies that want to extract data online and want to categorize it as well. Also, helpful to classify sentences or slogans, you will get the exact categorization in IAB standards.
Are there any limitations with your plans?
Besides API call limitations per month:
Testing Plan: 5 requests per second.
Basic: 10 requests per second.
Pro: 30 requests per second.
Pro+: 60 requests per second.
If you want to know more about this API we recommend…
Classify Any Text You Want And Improve Your Business With This API
Thank You For Reading Text Classifiers In Machine Learning: Check This API
Also published on Medium.