Vaikhari Think Tank is a collective of industry veterans, AI researchers, and academic experts who bring together decades of experience in AI/ML. Our mission is to deliver insightful, curated content that empowers developers, startups, and enterprises to build, evaluate, and deploy reliable AI models with confidence.

Beyond Data Scaling: Why Targeted Datasets Are the Future of AI Development

Beyond Data Scaling: Why Targeted Datasets Are the Future of AI Development Data strategy is a critical foundation for any AI system. As traditional scaling approaches hit mathematical limits, understanding targeted dataset curation has become essential for developing reliable, efficient AI systems. In this article we explore why the “more data equals better AI” era…

Audio Evaluation 101: The Essential Guide for Audio Quality Testing

Audio Evaluation 101: The Essential Guide for Audio Quality Testing Audio quality is a critical aspect of any audio processing system, whether it’s speech recognition, text-to-speech, voice conversion, or audio enhancement. Accurately evaluating audio quality is essential for developing systems that deliver clear, natural, and intelligible sound. This article provides an overview of audio evaluation,…