AWS Machine Learning Blog

MARCH 13, 2024

In this post, we introduce solutions that enable audio and text chat moderation using various AWS services, including Amazon Transcribe , Amazon Comprehend , Amazon Bedrock , and Amazon OpenSearch Service. This represents a passive approach to audio moderation. The system records all audio conversations without immediate analysis.

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IBM Journey to AI blog

APRIL 18, 2024

While cost wasn’t the primary driver, it reflects a growing belief that the value generated by gen AI outweighs the price tag. Audio (56%) : Gen AI call centers with realistic audio assist customers and employees. 46% of survey respondents in 2024 showed a preference for open source models.

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Flipboard

APRIL 28, 2023

Choose a Trending Topic to Target for Ranking Whether you have a small business website or a blog, knowing what your audience is looking for when they search Google gives you a better chance to rank. Face recognition helps with SEO as it can help with image tagging, alt text, image optimization, image search, and visual search.

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IBM Journey to AI blog

AUGUST 28, 2023

In the case of social media text mining, that means a focus on comments, posts, ads, audio transcripts, etc. Part-of-speech (POS) tagging: POS tagging facilitates semantic analysis by assigning grammatical tags to words (e.g., The data collection process should be tailored to the specific objectives of the analysis.

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AssemblyAI

SEPTEMBER 22, 2023

In August – Meta released a tool for AI-generated audio named AudioCraft and open-sourced all of its underlying models, including MusicGen. Here are the main takeaways: MuLan generates embeddings for the text prompt and a spectrogram of the target audio. ” But how do these new models for music generation work?

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Pickl AI

APRIL 25, 2023

The following blog hence will contain detailed information on the 5 Important Subsets of AI (Artificial Intelligence). Using this technique, the network learns from data that gets a tag by changing the weights across the neurons. As AI has five different subsets businesses need to know them all.

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IBM Journey to AI blog

FEBRUARY 14, 2024

Clarify computer vision AI-powered computer vision enables image segmentation , which has a wide variety of use cases, including aiding diagnosis in medical imaging, automating locomotion for robotics and self-driving cars, identifying objects of interest in satellite images and photo tagging in social media.

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AWS Machine Learning Blog

AUGUST 15, 2023

This observation comes as no surprise because video and audio are powerful mediums offering more immersive experiences and naturally engages target audiences on a higher emotional level. However, among all types of digital assets, video and audio assets are the most common and important.

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AssemblyAI

FEBRUARY 15, 2024

Then, AssemblyAI’s real-time transcription service will transcribe this audio stream as it comes in, and send us partial transcripts in quick succession, which we’ll print to the terminal as they come in. In our case, we use <Say> tags that tell Twilio to speak the sentence between the tags to the caller.

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AWS Machine Learning Blog

NOVEMBER 15, 2023

Content redaction: Each customer audio interaction is recorded as a stereo WAV file, but could potentially include sensitive information such as HIPAA-protected and personally identifiable information (PII). PCA’s security features ensure that any PII data was redacted from the transcript, as well as from the audio file itself.

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AWS Machine Learning Blog

NOVEMBER 1, 2023

Now a part of Reveal’s AI-powered eDiscovery platform, Logikcull is a self-service solution that allows legal professionals to process, review, tag, and produce electronic documents as part of a lawsuit or investigation. Logikcull uses this confidence score to assign the tag PII Detected to the documents.

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AWS Machine Learning Blog

DECEMBER 13, 2023

In this post, we explore how to use Amazon Transcribe and Amazon Bedrock to automatically generate clean, concise summaries of video or audio recordings. It uses advanced deep learning technologies to accurately transcribe audio into text. A new task was created to coordinate tagging strategies.

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AWS Machine Learning Blog

SEPTEMBER 14, 2023

“Data locked away in text, audio, social media, and other unstructured sources can be a competitive advantage for firms that figure out how to use it“ Only 18% of organizations in a 2019 survey by Deloitte reported being able to take advantage of unstructured data. The majority of data, between 80% and 90%, is unstructured data.

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Iguazio

DECEMBER 5, 2023

In this blog post, we bring the top 23 free human-annotated datasets you can use for your model training and evaluation. This means that humans have added information, like labels or tags. YouTube8M-MusicTextClips 4000 high-quality human text descriptions of audio from YouTube8M video clips. What are Human-annotated Datasets?

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Heartbeat

MAY 9, 2023

Emotion Recognition Dataset Overview The dataset to be used in the application described in the blog post was created for an emotion classification task. names Let’s define our labels in dictionary format as “tag name” and “tag id” to be used when defining in SpaCy data format. small_train_dataset = ds["train"].shuffle(seed=34).take(5000)

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IBM Journey to AI blog

JUNE 15, 2023

Examples of non-fixed assets include office supplies, computers, audio-visual equipment and office furniture. In addition to an asset’s location, RFID tags can transmit the temperature and humidity of the environment where its being kept. appeared first on IBM Blog. What is parts inventory?

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Defined.ai blog

SEPTEMBER 14, 2022

Data annotation helps machines make sense of text, video, image or audio data. Data annotation is the process of labeling individual elements of training data (whether text, images, audio, or video) to help machines understand what exactly is in it and what is important. This annotated data is then used for model training.

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AWS Machine Learning Blog

NOVEMBER 16, 2023

We propose using this capability with the Amazon SageMaker platform of services to improve regression model accuracy in an ML use case, and independently, for the automated tagging of visual images. Instead, imagine being able to filter listings that contain these features—even if a person didn’t explicitly tag them.

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Iguazio

JANUARY 22, 2024

In this blog post, we show all the elements and practices you need to to take to productize LLMs and generative AI. You can watch the full talk this blog post is based on, which took place at ODSC West 2023, here. If you train a model on blogs that have toxic language or bias language towards different genders you get the same results.

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AWS Machine Learning Blog

JUNE 7, 2023

In this post, you will learn how Test Workbench streamlines automated testing of a bot’s voice and text modalities and provides accuracy and performance measures for parameters such as audio transcription, intent recognition, and slot resolution for both single utterance inputs and multi-turn conversations. Choose Create test set.

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Mlearning.ai

DECEMBER 21, 2023

RAG Pipeline This involves the actual RAG process which takes the user query at run time and retrieves the relevant data from the index, then passes that to the model We will focus on the Indexing pipeline in this blog Indexing Pipeline The indexing pipeline sets up the knowledge source for the RAG system.

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Smart Data Collective

DECEMBER 7, 2021

You can share things like; Videos Blog posts Infographics Useful content from other brands Team photos. There are actually new machine learning tools that will create blog posts. Some of them will extract the audio from Creative Commons videos on YouTube and convert it into text.

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Explosion

AUGUST 22, 2017

This point has been well made by Hal Daumé in a blog post , and reiterated more recently on Twitter by Jason Eisner. If we make a few updates on this single example, we’ll get a model that tags it correctly. Are all words now tagged VBP ? for doc in nlp.pipe(revision_texts): tags = [w.tag_ for w in doc] heads = [w.head.i

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AWS Machine Learning Blog

NOVEMBER 22, 2023

Use the “Generative AI” tag as you are browsing the session catalog to find them. In this post, we give you a sense of how the track is organized and highlight a few sessions we think you’ll like. And although our track focuses on generative AI, many other tracks have related sessions. You must bring your laptop to participate.

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The MLOps Blog

JUNE 27, 2023

Can you render audio/video? Images : classification, object detection, and style transfer, among several others, Video : video classification, generation, audio, and text, Audio : speech-to-text embeddings and speech synthesis, amongst others. Can you see the complete model lineage with data/models/experiments used downstream?

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AWS Machine Learning Blog

NOVEMBER 1, 2023

f Dockerfile -t ${container_name} docker tag ${container_name} ${full_name} docker push ${full_name} LLM inference with TGI The VLP solution in this post employs the LLM in tandem with LangChain, harnessing the chain-of-thought (CoT) approach for more accurate intent classification. Do you think it's real??")

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AWS Machine Learning Blog

JANUARY 9, 2023

It offers dynamic batching, concurrent runs, optimal model configuration, model ensemble, and streaming audio and video inputs to maximize throughput and utilization. All of these security features are provided out of the box in SageMaker, and can save businesses tens of development months of engineering effort over a 3-year period.

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