Artificial Intelligence | Learning Spiral AI

Data Annotation for Natural Language Generation Models

December 5, 2023
Manish Mohta
Data Annotation

Natural Language Generation aka NLG models are designed to generate human-like text and are trained on vast datasets. They have become integral to various applications, from chatbots and virtual assistants to content generation and data summarization. Data annotation in the context of NLG involves labeling or marking data to...

Data Annotation for Autonomous Vehicles: Ensuring Safety

December 5, 2023
Manish Mohta
Data Annotation

We are well aware of how the world is changing with the arrival and development of artificial intelligence. Sectors like education, healthcare, and even automobiles are now utilizing the new industry. Data annotation is thus playing a major role in making transportation safer and more convenient than ever. Accurate...

Data Annotation for Healthcare: Annotating Medical Images

November 28, 2023
Manish Mohta
Data Annotation

In today’s rapidly advancing healthcare sector, data plays a pivotal role in medical research, diagnosis, and treatment. Medical imaging, in particular, has seen remarkable advancements with the introduction of technologies such as MRI, CT scans, and ultrasound. In healthcare, data annotation is used to enhance the quality of data...

Data Annotation Quality Control: Strategies for Ensuring Accuracy

November 23, 2023
Manish Mohta
Data Annotation

Data Annotation Quality Control: Strategies for Ensuring Accuracy In the realm of artificial intelligence and machine learning, the quality of training data is paramount. The accuracy and reliability of models heavily depend on the quality of annotated data used during the training process. Data annotation, the process of labeling...

Data Annotation Guidelines: Creating Clear and Effective Instructions

November 16, 2023
Manish Mohta
Data Annotation

Data annotation is a critical component of training machine learning models. The quality of annotated data directly impacts the performance of AI models. To ensure high-quality annotations, it is essential to provide clear and effective annotation guidelines to annotators (human and otherwise). Let’s see what the key principles for...

Challenges in Data Annotation and How to Overcome Them

November 1, 2023
Manish Mohta
Data Annotation

Data annotation is the process of labeling data with relevant information in all kinds of data, such as images, text, audio, and text. It is a crucial step in developing machine learning models, as the quality of the annotated data directly impacts the performance of the trained model. Every...

Ethical Considerations in Data Annotation for AI Applications

October 27, 2023
Manish Mohta
Artificial Intelligence, Data Annotation

Data annotation is utilized to help machine learning perform various tasks. This technique keeps the AI model updated with the recent changes as well as helps the model identify and handle its task accurately. This is done by labeling data (text, image, audio, and video) with relevant information. Data...

Data Annotation for Audio: Enabling Speech Recognition Models

October 17, 2023
Manish Mohta
Artificial Intelligence, Data Annotation

One of the biggest technical revolutions that changed the world for the better is speech recognition features. Speech recognition is the ability of a machine to understand human speech. This feature or service not only allowed humans to save time and made things far easier, but it also gave...

Image Data Annotation: Techniques for Annotating Visual Data

October 7, 2023
Manish Mohta
Data Annotation, Image annotation

Data annotation includes labeling data that can be both text and image. More specifically, it is known as image data annotation, including techniques like object classes, bounding boxes, and semantic segmentation. It is a crucial step in developing computer vision models, as the quality of the annotated data directly...

The Role of Data Annotation in Improving Machine Learning

October 3, 2023
Manish Mohta
Data Annotation

Machine learning is a type of artificial intelligence that allows computers to learn without being explicitly programmed. Machine learning is a set of algorithms that are trained on data. So, the better the quality of the data, the better the model will perform. This is where the data annotation...

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