Data Bias Mitigation

08

Feb

Data Bias Mitigation Through Thoughtful Annotation Practices

Machine learning, aka ML models, is increasingly impacting our lives, from increasing security aspects to helping simplify complicated portions in many sections. However, these models are only as good as the data they’re trained on. Unfortunately, biased data can lead to biased models, boosting societal inequalities and errors. Resolving this issue requires thoughtful annotation practices during data […]

Data_Annotation_Techniques-01

03

Jan

Exploring Different Types of Data Annotation Techniques

Building an advanced machine learning model capable of performing its denoted task to the tee is a complicated process. This difficult task is carried out via a set structure of codes and commands. One such process is the annotation of the data provided to the AI or machine learning model for research and other purposes. If the[…]

data labeling companies in india

21

Dec

The Role of Human-in-the-Loop in Data Labeling: Combining Human Judgment with Machine Automation

Data labeling can be categorized into two different approaches: one is the automated approach, where machine learning models and AI take care of the complete labeling of data, and the other is the manual approach. Now, the manual method includes direct interference of humans to ensure accurate delivery of data and sources. This is how the human-in-the-loop[…]