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AWS Machine Learning & AI

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Amazon Transcribe

2024-11-14T06:02:04+00:00

Amazon Transcribe Cheat Sheet A fully managed automatic speech recognition (ASR) service. Converts speech into text. It supports a wide variety of audio coding formats such as WAV, MP3, MP4, FLAC, AMR, AMR-WB, Ogg, and WebM. It can process batch and streaming transcriptions. Common Use Cases Transcribing customer calls Meeting transcription Closed captioning Generating metadata to create a searchable archive Concepts A confidence score is between 0 and 100, indicating the probability that a given prediction is correct. Low-fidelity (lo-fi) is a term used to describe audio recordings that exhibit poor sound quality. The term high-fidelity refers to high-quality audio [...]

Amazon Transcribe2024-11-14T06:02:04+00:00

Amazon Translate

2024-11-14T06:10:34+00:00

Amazon Translate Cheat Sheet A Neural Machine Translation service that provides fluent translation with higher accuracy than traditional statistical and rule-based translation models. Powered by deep learning models that deliver fast, accurate, and affordable translation between supported languages. Supports batch translation, real-time, and on-demand translations. Common Use Cases Language localization Translating content for text analytics Cross-lingual communication Concepts Amazon Translate uses a Translation Model that consists of two (2) components: Encoder Read a source text one word at a time. Creates a semantic representation of each word. Decoder Uses the constructed semantic representation of the encoded text and translates it [...]

Amazon Translate2024-11-14T06:10:34+00:00

Amazon Rekognition

2024-11-14T05:57:06+00:00

Amazon Rekognition Cheat Sheet A service that makes it easy to add powerful visual analysis to your applications. There are two services under Amazon Rekognition: Rekognition Image lets you easily build powerful applications to search, verify, and organize millions of images. Rekognition Video lets you extract motion-based context from stored or live stream videos and helps you analyze them. Rekognition Image An image recognition service that detects objects, scenes, and faces; extracts text, and many more. It also allows you to search and compare faces. The service uses deep neural network models to detect and label thousands of objects and [...]

Amazon Rekognition2024-11-14T05:57:06+00:00

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