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Data Annotation

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Data annotation in India

Navigating Challenges in Large-Scale Data Annotation Projects

  • May 5, 2025
Data annotation, the process of labeling raw data with meaningful information, is a cornerstone of machine learning and artificial intelligence. While it’s essential for training accurate models, large-scale data annotation projects can present significant challenges.  This article explores some of the key obstacles and strategies to overcome them. Data...
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RLHF

Why High-Quality Labeled Data is Crucial for RLHF Fine-Tuning in AI Models

  • February 22, 2025
Reinforcement Learning from Human Feedback (RLHF) is revolutionizing AI by aligning models with human intent, improving safety, accuracy, and ethical decision-making. This technique plays a pivotal role in fine-tuning AI models, enabling them to adapt to complex real-world scenarios while minimizing biases. However, the quality of labeled data used...
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Challenges_in_Data_Annotation

Data Annotation Guidelines: Creating Clear and Effective Instructions

  • November 16, 2023
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...
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