Behind the scenes of creating the book ‘Nature’s Palette’ with AI

The book 'Nature's Palette' demonstrates the power of human and AI collaboration to create art, and the value of Sigma AI’s role in human data annotation.

The concept: Blending art, science, and AI We began by brainstorming coffee table book ideas that would appeal to a broad, international adult audience. AI generated a host of possible topics and then provided additional data on the popularity of certain topics and categories.  Humans narrowed these options down to the most appealing. A book […]

Golden datasets: Evaluating fine-tuned large language models

The golden dataset, represented by the gold bars in this illustration, represents the standard to evaluating and fine-tuning large language models

What is a golden dataset? A golden dataset is a curated collection of human-labeled data that serves as a benchmark for evaluating the performance of AI and ML models, particularly fine-tuned large language models. Because they are considered ground truth — the north star for correct answers — golden datasets must contain high-quality data that […]

How gen AI is transforming the role of human data annotation

Explore how gen AI is transforming the role of human data annotation

5 key challenges of human data annotation in the gen AI era The potential of the global data collection and labeling market is immense, with a projected revenue of US$17 billion by 2030, growing at nearly 30% annually. Domain-specific models are driving rapid growth in specialized industry sectors, such as healthcare. Here’s why human data […]

Scaling generative AI: How companies are harnessing its power

Learn how businesses are scaling generative AI to unlock its full potential.

Scaling generative AI: Benefits, risks, and limitations Before generative AI, traditional AI technology focused on solving well-defined problems. These traditional AI models were designed for specific tasks, such as text classification, entity extraction, and predictive modeling, limiting business applications to narrow domains. A glimpse back at McKinsey’s State of AI in 2022 reveals popular enterprise AI use […]

Gen AI Outlook: Key trends shaping its development in 2025

These gen AI trends trends emerged in 2024 and are likely to dominate the AI landscape in 2025 and beyond.

7 Key trends shaping gen AI in 2025 Domain-specific models Gartner predicts that by 2027, more than 50% of the gen AI models used by enterprises will be tailored to specific industries or business functions, massively more than just 1% seen in 2023. While foundation models are trained with colossal amounts of general knowledge data […]

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