AWS Machine Learning Blog

NOVEMBER 17, 2023

Many companies rely on human moderators to monitor video streams, which is time-consuming, error-prone, and doesn’t scale with business growth speed. Combining human and automatic review, a hybrid process is a common design approach. It provides choices for stopping the stream automatically and human-in-the-loop review.

ML 88

ML Natural Language Processing Algorithm Computer Vision 88

Unite.AI

JUNE 26, 2023

Both categories have their risks. AI mistakes in healthcare would most likely be the responsibility of the AI developer or the medical professional monitoring the procedure. The FDA already has regulatory frameworks for AI medical devices , outlining testing and safety requirements and the review process.

Black Box AI 297

Black Box AI Explainable AI Explainability AI 297

Unite.AI

DECEMBER 21, 2023

This in-depth Semrush review will help you find out. Semrush provides a comprehensive set of tools to give you an edge in the competitive online landscape, from keyword research and competitor analysis to backlink monitoring and SEO audits. This can help improve your website's authority and visibility in search engine results.

AI Tools 245

AI Tools Categorization Explainability AI 245

IBM Journey to AI blog

NOVEMBER 24, 2023

Modernized applications are deployed, monitored and maintained, with ongoing iterations to keep pace with technology and business advancements. is a key use case that will help assist accelerated security review and approval cycles. In addition, teams were able to identify key API categories for building right operational resilience.

Generative AI 248

Generative AI Auto-complete DevOps Automation 248

IBM Journey to AI blog

AUGUST 28, 2023

As it pertains to social media data, text mining algorithms (and by extension, text analysis) allow businesses to extract, analyze and interpret linguistic data from comments, posts, customer reviews and other text on social media platforms and leverage those data sources to improve products, services and processes.

Convolutional Neural Networks 144

Convolutional Neural Networks Data Mining Categorization Machine Learning 144

Marktechpost

JANUARY 22, 2024

Because of the software’s intuitive design, users may efficiently sort images into several categories. It allows users to collaborate and provides tools for managing processes and monitoring progress. Labelbox enables several people to work together by assigning tasks, reviewing notes, and monitoring progress.

Computer Vision 110

Computer Vision Machine Learning ML Deep Learning 110

IBM Journey to AI blog

OCTOBER 16, 2023

ML also provides the ability to closely monitor a campaign by checking open and clickthrough rates, among other metrics. Businesses use ML to monitor social media and other activity for customer responses and reviews. Then, it can tailor marketing materials to match those interests.

Machine Learning 129

Machine Learning ML Algorithm Chatbots 129

Mlearning.ai

APRIL 17, 2023

Developing a machine learning model involves several steps: problem formulation, data collection, preprocessing, feature engineering, model-building, deployment, and monitoring. Based on this analysis, we identified certain categories that performed poorly in distinguishing churned customers.

Machine Learning 52

Machine Learning Categorization Data Analysis Neural Network 52

Heartbeat

JULY 19, 2023

Sentiment analysis has several uses, including social media monitoring, market research, customer feedback analysis, and political polling. Implementing Hugging F ace Transformers for Sentiment Analysis in R The dataset we will be using has two columns titled Customer Reviews and Liked.

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Natural Language Processing BERT NLP Python 52

AWS Machine Learning Blog

JANUARY 26, 2024

If you are unfamiliar with the overall AI and ML workflow, start by reviewing 7 ways to improve security of your machine learning workloads to increase familiarity with the security controls needed for traditional AI/ML systems. There are many other AWS Security training and certification resources available.

Generative AI 122

Generative AI LLM ML AI 122

Heartbeat

FEBRUARY 15, 2023

It is a supervised learning methodology that predicts if a piece of text belongs to one category or the other. You will use the IMDB datase t that has 50K+ movie reviews that are classified as positive or negative. Add the code below to download the IMDB dataset that has 50K+ reviews for movies from the IMDB website.

ML 52

ML Neural Network Deep Learning Natural Language Processing 52

Towards AI

JULY 19, 2023

Photo by Maud CORREA on Unsplash Computer Vision Using Computer Vision Introduction Crack detection is crucial in monitoring the health of infrastructural buildings. 3) Often misses many cracks that are needed to be monitored. Last Updated on July 19, 2023 by Editorial Team Author(s): Chittal Patel Originally published on Towards AI.

Computer Vision 80

Computer Vision Deep Learning Categorization Automation 80

Viso.ai

MARCH 19, 2024

Its segmentation mechanism accommodates many objects, regardless of their categories. SAM excels in generating detailed masks for objects by interpreting various prompts for fine-grained segmentation across arbitrary categories. Grounded-SAM (B+H) scored the highest mAP in many categories, showcasing its superior ability to generalize.

Explainability 52

Explainability Computer Vision Machine Learning ChatGPT 52

Ofemwire

NOVEMBER 21, 2023

” “I’m exploring ways to increase my Amazon product reviews organically. Can you offer a detailed strategy on how to encourage satisfied customers to leave positive reviews without violating Amazon’s policies? Moreover, how can I use customer reviews as a valuable source of feedback for product improvements?

ChatGPT 52

ChatGPT Algorithm AI AI 52

AWS Machine Learning Blog

OCTOBER 18, 2023

The solution focuses on the fundamental principles of developing an AI/ML application workflow of data preparation, model training, model evaluation, and model monitoring. Setting up a workflow for auditing or reviewing model predictions to validate adherence to your requirements can further add to the overall complexity.

Auto-complete 94

Auto-complete Auto-classification Automation ML 94

Dlabs.ai

OCTOBER 14, 2022

Emotions are usually divided into three categories: negative, neutral, or positive. An algorithm analyzes the data, saving employees from reading thousands of customer reviews, categorizing them, and sharing the insights. It also helps businesses retain customers and limit negative reviews. And you know how to build it.

Categorization 52

Categorization Natural Language Processing Algorithm NLP 52

AWS Machine Learning Blog

APRIL 21, 2023

That process should also include monitoring that model to measure performance over time. In this post, we show how to create repeatable pipelines for your batch use cases using Amazon SageMaker Pipelines , Amazon SageMaker model registry , SageMaker batch transform jobs , and Amazon SageMaker Model Monitor.

Data Drift 74

Data Drift Metadata Data Quality ML 74

AWS Machine Learning Blog

SEPTEMBER 1, 2023

Security SMEs review the architecture based on business security policies and needs. We will cover monitoring in a separate post. Depending on how critical the application is, the prompt testers might review 100% of the model outputs or just a sample. The LLM will review all model-generated responses and score them.

Generative AI 103

Generative AI Prompt Engineer Prompt Engineering AI 103

Heartbeat

JANUARY 30, 2023

Companies can use sentiment analysis in customer service, for instance, to monitor and address client feedback and grievances posted on websites, social media platforms, and other channels. Disney_reviews.head() We can see that the dataframe contains some ratings, year, month, reviewer’s location, and then the reviews.

Machine Learning 52

Machine Learning Deep Learning Natural Language Processing NLP 52

Explosion

NOVEMBER 28, 2023

Monitoring QA with inter-annotator agreement metrics In early October, we released inter-annotator metrics in v1.14.3 For token-level annotation we propose the pairwise F1 score, that also comes with a confusion matrix to help identify problematic pairs of categories. Apart from the task router , in Prodigy v1.12.0

Large Language Models 78

Large Language Models LLM Prompt Engineer Prompt Engineering 78

PyImageSearch

FEBRUARY 6, 2023

Project Structure We first need to review our project directory structure. The Vegetable Image Dataset comprises 15 vegetable images, with 224×224 color images of 21,000 different vegetables from 15 categories and 1400 images per category. Figure 2 shows 9 of the 15 vegetable image categories from the dataset.

Auto-classification 144

Auto-classification Computer Vision Neural Network Deep Learning 144

Ofemwire

SEPTEMBER 22, 2023

Copy AI is a tool that I’ve already reviewed on this blog, you can find the article here, just in case you want to find outore about this tool. Because of how awesome this tool is, I’ve also written a detailed review about this tool which you can find here. Set guidelines for your AI content and review it before publishing.

AI Tools 52

AI Tools AI AI Algorithm 52

Dlabs.ai

JULY 17, 2020

Based on this classification, the software can assign each user to a specific category or audience segment. Better social media monitoring using brand logos detected in Instagram images Brands can no longer monitor social media conversations with text analysis alone.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence AI AI 52

John Snow Labs

MAY 10, 2023

Allowing physicians to extract critical insights rather than wasting time in reviewing complex EHRs. This tool makes chart review of narrative text notes from EHRs easier. Apart from these uses, NLP is used for Patient care and Monitoring, Precision Medicine, and Biomedical research.

Natural Language Processing 52

Natural Language Processing NLP Categorization Big Data 52

Mlearning.ai

JULY 23, 2023

Do you think someone in these companies has been spying on you, or perhaps they have employees assigned to monitor all the content within their systems? Text Classification : Categorizing text into predefined categories based on its content. Machine Translation : Translating text from one language to another.

Explainability 52

Explainability Categorization Algorithm NLP 52

Marktechpost

JULY 17, 2023

The AI Content Detector intelligently classifies text into several categories, including news articles, social media posts, and product evaluations. How To Monitor Your Machine Learning ML Models The post Top Artificial Intelligence (AI) Content Detection Tools appeared first on MarkTechPost.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Natural Language Processing NLP 52

Allen AI

DECEMBER 31, 2023

AI2’s geospatial team released one of the largest and diverse satellite imagery datasets ever composed of Sentinel-2 and NAIP images with 302M labels under 137 categories and seven label types [ paper , demo , code ].

Computer Vision 94

Computer Vision AI AI Artificial Intelligence 94

AWS Machine Learning Blog

FEBRUARY 13, 2024

Additionally, usage details of shared resources can be monitored with Amazon CloudWatch and AWS CloudTrail. Audit trail for compliance – Administrators can monitor feature usage by all accounts centrally using CloudTrail event logs. Review the access policy to understand permissions granted.

ML 105

ML ML Engineer Machine Learning Data Scientist 105

Heartbeat

MARCH 1, 2023

Another important feature of Comet is that it allows users to track or monitor the performance of a model by utilizing the various tools accessible on the Comet platform. Prerequisites In order to focus on the model monitoring function in Comet, we will be using a code tutorial from CodeBasics to build, train, and test our models.

Convolutional Neural Networks 52

Convolutional Neural Networks Neural Network Auto-classification Categorization 52

Snorkel AI

AUGUST 16, 2023

The vast majority of AI systems fall under the category of discriminative AI. Supporting tools and resources encompass everything from the cloud service that hosts the model to services that monitor the application’s performance. The main, top-of-mind dangers of genAI fall into three categories: Intellectual property violation.

Generative AI 52

Generative AI Neural Network AI AI 52

Snorkel AI

AUGUST 16, 2023

The vast majority of AI systems fall under the category of discriminative AI. Supporting tools and resources encompass everything from the cloud service that hosts the model to services that monitor the application’s performance. The main, top-of-mind dangers of genAI fall into three categories: Intellectual property violation.

Generative AI 52

Generative AI Neural Network AI AI 52

The MLOps Blog

JANUARY 25, 2023

Different sets of words are first labeled into three different categories. If any of these words are detected in the text, then it is classified in one of the given sentiment categories. to further classify them into one of the sentiment categories (Negative, Neutral, and Positive). are assigned a positive label.

BERT 52

BERT Natural Language Processing ML Deep Learning 52

Unite.AI

MAY 8, 2024

As a web hosting review expert who has set up and managed many websites, I had been hearing about Cloudways and decided to try out their services. With features like managed backups, real-time monitoring, and automated security updates included, I can focus on growing my business instead of getting caught up in technical details.

Automation 130

Automation Machine Learning AI AI 130

Chatbots Life

APRIL 19, 2024

These queries fall into a more complex category and necessitate a more personalized touch. In the Flask server terminal, we receive feedback on the sent, read, and delivered messages, allowing us to monitor the status and progress of our message transmissions. This is where the power of human intervention comes into play.

Chatbots 52

Chatbots Natural Language Processing Automation Python 52

Pragnakalp

NOVEMBER 8, 2023

These queries fall into a more complex category and necessitate a more personalized touch. In the Flask server terminal, we receive feedback on the sent, read, and delivered messages, allowing us to monitor the status and progress of our message transmissions. This is where the power of human intervention comes into play.

Chatbots 52

Chatbots Natural Language Processing Python Automation 52

IBM Journey to AI blog

JUNE 21, 2023

IBM offerings were featured in more than 1300 unique G2 reports, earning a top-three product placement in over 400 reports, across various categories. The days of logging into the server box to monitor the Java process, heap space, garbage collection numbers or other information are long gone.”

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Robotics Automation Algorithm 142

AWS Machine Learning Blog

NOVEMBER 22, 2023

The IDP Well-Architected Custom Lens outlines the steps for performing an AWS Well-Architected review, and helps you assess and identify the risks in your IDP workloads. When you’re ready for production, always monitor and analyze the spending.

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IDP Auto-classification Machine Learning Auto-complete 81