Deep Learning Review - VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning This week's Deep Learning Paper Review is VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning.
Tutorials PyTorch Lightning for Dummies - A Tutorial and Overview The ultimate PyTorch Lightning tutorial. Learn how it compares with vanilla PyTorch, and how to build and train models with PyTorch Lightning.
Announcements 2021 Benchmark Report In this benchmark report, we compare our new v8 model architecture transcription accuracy between AssemblyAI, Google Cloud Speech-to-Text, and AWS Transcribe on a variety of audio use cases.
Announcements Introducing Entity Detection - Detect Named Entities in Audio/Video We are thrilled to announce the release of our latest feature for our Speech-to-Text API -- Entity Detection! As an introduction to this new feature, we’ll look at what exactly Entity Detection is, how it works, how to use it, and several use cases.
Videos Transformers for Beginners - An Introduction What are Transformers and how do they work? How are they different from other Deep Learning models like RNNs, LSTMs? Explore the answers in this video!
Videos Quick Automatic Chapter Detection In this tutorial, you will learn how to do automatic chapter detection using the AssemblyAI API in an easy-to-follow tutorial.
Tutorials Add Speech Recognition to Applications in 5 Minutes In this video, we show you how you can integrate AssemblyAI into an application in just 5 minutes!
Deep Learning Review - SimCLS and RefSum - Summarization Techniques This week’s Deep Learning research papers are SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization and RefSum: Refactoring Neural Summarization.
Videos What is Regularization? Overfitting and Neural Networks In this video, we will learn about Regularization, a common technique that is used to deal with overfitting in ASR.
Industry What is Sentiment Analysis? In this post, we’ll look more closely at how Sentiment Analysis works, current models, applications and use cases, limitations, and future projections.
Deep Learning Review - Speech processing Universal Performance Benchmark Review This week’s Deep Learning Research paper is “SUPERB: Speech processing Universal PERformance Benchmark Review”
Industry Podcasts About AI - Our Deep Learning Team’s Top Picks In this post, our deep learning team has rounded up our favorite podcasts about AI. For each podcast discussed, you’ll find a description, the average episode length, frequency, and some of our favorite episodes.
Deep Learning Text Segmentation - Approaches, Datasets, and Evaluation Metrics In this post, we give an overview of the best approaches, datasets, and evaluation metrics commonly used for the task of Text Segmentation.
Tutorials Real-time Speech Recognition with AssemblyAI Thanks to AssemblyAI’s real-time Speech-to-Text, it is very simple to set up a python script to perform real-time Speech Recognition.
Announcements Introducing Auto Chapters - Summarize Audio and Video Files Today, we're excited to officially announce our newest feature at AssemblyAI - Auto Chapters. The Auto Chapters feature provides a "summary over time" for audio content transcribed with AssemblyAI's API.
Industry What is ASR? A Comprehensive Overview of Automatic Speech Recognition Technology This article aims to answer the question: What is ASR?, and provide a comprehensive overview of Automatic Speech Recognition technology.
Industry Top 7 Data Science Blogs for Data Scientists and Enthusiasts If you’re looking for a new data science blog to follow, check out our team's top picks, as well as recommended readings!
Tutorials Batch Normalization for Neural Networks - How it Works In this video, we will learn about Batch Normalization. Batch Normalization is a secret weapon that has the power to solve many problems at once. It is a great tool to deal with the unstable gradients problem, helps deal with overfitting, and might even make your models train faster.
Announcements AssemblyAI at HackDuke and HackUMBC This past weekend, AssemblyAI was a proud sponsor of HackDuke, an annual hackathon at Duke university, and HackUMBC, an annual hackathon at the University of Maryland.
Deep Learning An Overview of Transducer Models for ASR In recent years, Transducers have become the dominant ASR model architecture, surpassing CTC and LAS model architectures. In this article, we will examine the Transducer architecture more closely, and compare it to the more common CTC model architecture.
Industry Machine Learning Podcasts - The Ultimate Listening Guide Our team of deep learning engineers is always on the hunt to keep up with the latest research, industry news and applications, and future outlook of machine learning, deep learning, and artificial intelligence on our quest to create an industry best Speech-to-Text API.
Tutorials How to Make a Web App that Transcribes YouTube Videos with Streamlit Let's build an interactive web app that can transcribe YouTube videos in minutes! Streamlit is a great Python library that makes web development a piece of cake. And on top of Streamlit's powerful framework we will plug in Assembly AI's easy-to-use API to quickly upload and transcribe audio files.
Deep Shallow Fusion for RNN-T Personalization This week’s Deep Learning Research paper is “Deep Shallow Fusion for RNN-T Personalization.”
Industry Data Science Podcasts to Listen to Now From accessible, real-world topics to deep dives into the most technical aspects of data science to interviews with industry experts, these nine data science podcasts are all worthwhile listens to add to your playlist.
Case Studies CallRail Amplifies Conversation Intelligence Leadership with AssemblyAI’s Speech-to-Text API With AssemblyAI, CallRail has seen call transcription accuracy improve by up to 23% and has doubled the number of customers using its product.
