Author: Umang Dayal Teams often invest months comparing backbones, tuning hyperparameters, and experimenting with fine-tuning strategies. Meanwhile, labeling...
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Video Annotation Services for Physical AI
Author: Umang Dayal Physical AI refers to intelligent systems that perceive, reason, and act within real environments. It...
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Scaling Finance and Accounting with Intelligent Data Pipelines
Author: Umang Dayal Finance teams often operate across multiple ERPs, dozens of SaaS tools, regional accounting systems, and...
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How to Structure and Enrich Data for AI-Ready Content
Author: Umang Dayal Raw documents, PDFs, spreadsheets, and legacy databases were never designed with generative systems in mind....
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The Role of Transcription Services in AI
Author: Umang Dayal What is striking is not just how much audio exists, but how little of it...
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Why Human-in-the-Loop Is Critical for High-Quality Metadata?
Author: Umang Dayal Organizations are generating more metadata than ever before. Data catalogs auto-populate descriptions. Document systems extract...
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Major Techniques for Digitizing Cultural Heritage Archives
Author: Umang Dayal Digitization is no longer only about storing digital copies. It increasingly supports discovery, reuse, and...
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Scaling Multilingual AI: How Language Services Power Global NLP Models
Author: Umang Dayal Modern AI systems must handle hundreds of languages, but the challenge does not stop there....
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Why Are Data Pipelines Important for AI?
Umang Dayal 02 Feb, 2026 When an AI system underperforms, the first instinct is often to blame the...
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Training Data for Agentic AI: Techniques, Challenges, Solutions, and Use Cases
Author: Umang Dayal Agentic AI is increasingly used as shorthand for a new class of systems that do...
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Computer Vision Services: Major Challenges and Solutions
Umang Dayal 29 Jan, 2026 Not long ago, progress in computer vision felt tightly coupled to model architecture....
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What Are Metadata Services and Why Do They Matter?
Umang Dayal 28 Jan, 2026 Think about the last time you searched for a document on your laptop....
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