"Sleep staging is important for diagnosing sleep disorders, but it's difficult to scale due to the need for clinical expertise. Deep learning models can help, but they require large labeled datasets, which are hard to obtain. Self-supervised learning (SSL) can reduce this need, but recent studies show limitations in performance gains." "AI Solutions for Middle Managers: Label-Efficient Sleep Staging Using Transformers offers an efficient approach to sleep staging without the need for large labeled datasets, making it a practical solution for companies." "Practical AI Implementation: Gradually implement AI by identifying automation opportunities, defining KPIs, selecting suitable AI solutions, and starting with a pilot. Our AI KPI management advice can provide continuous insights into leveraging AI effectively." "Practical AI Solution: The AI Sales Bot from itinai.com/aisalesbot automates customer engagement 24/7 and manages interactions across all customer journey stages, redefining sales processes and customer engagement." "Useful Links: - AI Lab in Telegram @aiscrumbot for free consultation - Label-Efficient Sleep Staging Using Transformers Pre-trained with Position Prediction - Apple Machine Learning Research - Twitter – @itinaicom"
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