May 2022 Summaries

In this article, we discussed the concept of diffusion models in depth. We started by defining what a diffusion model is and why they have become so popular recently. Then, we delved into the mathematical details behind how these models work, specifically focusing on the denoising process. Finally, we provided an example implementation of a simple diffusion model using PyTorch to generate images from noise. Reference: [1] A. Sohl-Dickstein and G. E. Ballard, "Deep unsupervised learning using nonequilibrium thermodynamics," arXiv preprint arXiv:1503.0358, 2015. [2] T. Ho et al., "Generative Modeling by Estimating Gradients of the Data Distribution," arXiv preprint arXiv:1910.11490, 2019. [3] J. Song and E. P. Demaine, "Denoising Diffusion Probabilistic Models," arXiv preprint arXiv:20. ? Did you enjoy reading this article? Consider following our newsletter to make sure you don't miss content like this in the future.

Cloud-based contact centers can greatly benefit from incorporating advanced AI technologies such as Speech-to-Text, Entity Detection, Auto Chapters (Summarization), and PII Redaction APIs. By leveraging these tools, contact centers can significantly boost agent occupancy, discover customer insights, and improve quality monitoring. These APIs are built using cutting-edge research in AI, Machine Learning, and Deep Learning, ensuring that contact centers remain competitive by providing state-of-the-art features and accuracy. Reference(s): https://www.linkedin.com/pulse/how-advanced-ai-technologies-cloud-based-contact-centers-jimmy-zou/)

Video editing platforms must prioritize intelligent technology to enhance user experience and foster smarter collaboration, keeping up with the rising demand for video communication. This includes providing accurate transcriptions, supporting searchability and indexing of videos, and helping users unlock insights for improved viewership and community building. ASR, NLP, and NLU tools serve as foundational technologies that facilitate this transition in modern video editing platforms.