AWS Machine Learning Blog

FEBRUARY 19, 2025

In this example, the ML engineering team is borrowing 5 GPUs for their training task With SageMaker HyperPod, you can additionally set up observability tools of your choice. In our public workshop, we have steps on how to set up Amazon Managed Prometheus and Grafana dashboards.

Data Scientist 73

Data Scientist Data Science ML Engineer Generative AI 73

Flipboard

JUNE 20, 2023

Machine learning (ML) engineers have traditionally focused on striking a balance between model training and deployment cost vs. performance. This is important because training ML models and then using the trained models to make predictions (inference) can be highly energy-intensive tasks.

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Marktechpost

JUNE 19, 2024

You’ll build applications with LLMs like GPT-3 and Llama 2 and explore retrieval-augmented generation and voice-enabled chatbots. It is ideal for ML engineers, data scientists, and technical leaders, providing real-world training for production-ready generative AI using Amazon Bedrock and cloud-native services.

Artificial Intelligence 121

Artificial Intelligence Artificial Intelligence Prompt Engineering Prompt Engineer 121

AssemblyAI

DECEMBER 15, 2022

Project Description: Pupil is a chrome extension that links to an AI chatbot which answers questions about educational videos. Check out the YouTube video below or the Devpost project to learn more about OperatorAI , created by Damir Temir , Navinn Ravindaran , Lirak Haxhikadrija and Wei He. Best Project Built with AssemblyAI - Pupil.ai

Software Engineer 130

Software Engineer ML Engineer Data Scientist AI Chatbots 130

Towards AI

JUNE 18, 2024

The principles of CNNs and early vision transformers are still important as a good background for ML engineers, even though they are much less popular nowadays. Yes, LlamaIndex and LangChain will transform or even disappear, just as Tensorflow is no longer maintained. We believe it’s the same for the tech stack covered in the book.

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Large Language Models Prompt Engineer Prompt Engineering LLM 79

TheSequence

OCTOBER 13, 2024

Awarding it the physics prize, they say, feels like handing the Nobel in Literature to a particularly eloquent chatbot( which might happen soon enough btw). MLE-Bench OpenAI published a paper detailing MLE-Bench, a benchmark for measuring AI agent’s performance in ML engineering tasks. The chemistry prize was less debate.

Machine Learning 96

Machine Learning AI AI ML Engineer 96

Chatbots Life

MAY 12, 2023

We will discuss how models such as ChatGPT will affect the work of software engineers and ML engineers. Will ChatGPT replace software engineers? Will ChatGPT replace ML Engineers? Will ChatGPT replace ML Engineers? We will answer the question “ Will you lose your job?” And, as mentioned before.

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ChatGPT Software Engineer NLP ML Engineer 90

AWS Machine Learning Blog

MARCH 14, 2024

Given the data sources, LLMs provided tools that would allow us to build a Q&A chatbot in weeks, rather than what may have taken years previously, and likely with worse performance. Grace Lang is an Associate Data & ML engineer with AWS Professional Services.

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AWS Machine Learning Blog

APRIL 7, 2025

Enhanced Customer Experience through Automation and Personalization**: - **Automated Customer Support**: LLMs can power chatbots and virtual assistants that provide 24/7 customer support. Here are three key benefits: 1. Search for the embedding and text generation endpoints. On the endpoint details page, choose Delete.

Machine Learning 84

Machine Learning Large Language Models Python Automation 84

Flipboard

JULY 17, 2023

Stochastic has a team of bright ML engineers, postdocs, and Harvard grad students focusing on optimizing and speeding up AI for LLMs. Applications like automated text delivery, chatbots, language translation, and content production are areas where people strive to develop and create new applications with these concepts.

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Large Language Models LLM ML Engineer ML 65

AWS Machine Learning Blog

NOVEMBER 14, 2024

The following diagram depicts an architecture for centralizing model governance using AWS RAM for sharing models using a SageMaker Model Group , a core construct within SageMaker Model Registry where you register your model version.

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ML Machine Learning Auto-complete Auto-classification 93

TheSequence

MAY 21, 2023

Stable Vicuna is an open-source RLHF chatbot based on the Vicuna and LLaMA models. In addition to its hallmark text-to-image model, Stability AI DeepFloyd IF, there is another text-to-image model called Stable Vicuna, which can integrate text into images. StableLM is a very comprehensive suite of small and efficient open-source LLMs.

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Generative AI ML Engineer ETL LLM 64

AWS Machine Learning Blog

JUNE 8, 2023

Generative AI chatbots have gained notoriety for their ability to imitate human intellect. Finally, we use a QnABot to provide a user interface for our chatbot. This enables you to begin machine learning (ML) quickly. Are you experimenting with LLM chatbots on AWS? Tell us more in the comments!

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Generative AI LLM Machine Learning Large Language Models 88

TheSequence

MARCH 10, 2024

VIEW SPEAKER LINEUP Here’s a sneak peek of the agenda: LangChain Keynote: Hear from Lance Martin, an ML leader at LangChain, a leading orchestration framework for large language models (LLMs). Chatbot Arena AI researchers from the prestigious LMSys lab at UC Berkeley published a paper detailing the popular Chatbot Arena platform.

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Chatbots ML LLM Computer Scientist 52

TheSequence

NOVEMBER 12, 2023

We also review the Chatbot Arena framework. 📌 ML Engineering Event: Join Meta, PepsiCo, RiotGames, Uber & more at apply(ops) apply(ops) is in two days! Edge 344: We discuss another of hte great papers of the year in which Google shows that the combination of LLMs and memory is enough to simulate any algorithm.

OpenAI 64

OpenAI Generative AI ML Prompt Engineer 64

Marktechpost

JULY 19, 2023

A chatbot for taking notes, an editor for creating images from text, and a tool for summarising customer comments can all be made with a basic understanding of programming and a couple of hours. In the actual world, machine learning (ML) systems can embed issues like societal prejudices and safety worries.

Machine Learning 52

Machine Learning ML Python Metadata 52

AWS Machine Learning Blog

SEPTEMBER 1, 2023

After the completion of the research phase, the data scientists need to collaborate with ML engineers to create automations for building (ML pipelines) and deploying models into production using CI/CD pipelines. Main use cases are around human-like chatbots, summarization, or other content creation such as programming code.

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Generative AI Prompt Engineer Prompt Engineering ML 125

AWS Machine Learning Blog

JANUARY 5, 2024

With experience of leading AWS AI/ML solutions across industries, Bhajandeep has enabled clients to maximize the value of AWS AI/ML services through his expertise and leadership. Ajay Vishwakarma is an ML engineer for the AWS wing of Wipro’s AI solution practice.

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Data Science Data Drift DevOps Auto-complete 132

The MLOps Blog

JULY 4, 2024

And then this new chatbot will revolutionize the world. Further, talking to data scientists and ML engineers, I noticed quite a bit of confusion around RAG systems and terminology. Let’s say we are implementing a chatbot to answer questions about the Windows operating system, and a user asks, “Is Windows 8 any good?”

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LLM Large Language Models Machine Learning Explainability 64

ODSC - Open Data Science

JANUARY 10, 2024

Using Graphs for Large Feature Engineering Pipelines Wes Madrigal | ML Engineer | Mad Consulting This talk will outline the complexity of feature engineering from raw entity-level data, the reduction in complexity that comes with composable compute graphs, and an example of the working solution.

Large Language Models 52

Large Language Models Deep Learning Data Science LLM 52

Pickl AI

JULY 14, 2023

AI-driven chatbots will continue to improve customer support, delivering faster and more accurate responses. The average salary of a ML Engineer per annum is $125,087. Thus, AI will reshape how consumers interact with products, services, and brands, leading to more tailored and engaging experiences.

Neural Network 52

Neural Network Software Engineer Artificial Intelligence Artificial Intelligence 52

AWS Machine Learning Blog

AUGUST 1, 2023

Popular uses include generating marketing copy, powering chatbots, and text summarization. To start working with a model to learn about the capabilities of ML, all you need to do is open SageMaker Studio, find a pre-trained model you want to use in the Hugging Face Model Hub , and choose SageMaker as your deployment method.

ML 89

ML Large Language Models NLP Machine Learning 89

ODSC - Open Data Science

JANUARY 3, 2025

Cloning NotebookLM with Open Weights Models Niels Bantilan, Chief ML Engineer atUnion.AI Participants will dive into building real-world AI applications such as chatbots, AI agents, RAG systems, recommendation engines, and data pipelines. Sign meup!

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LLM AI AI Prompt Engineer 40

The MLOps Blog

JULY 18, 2023

Chatbot This is about enabling people to engage with our product via conversational speech. And even on the operation side of things, is there a separate operations team, and then you have your research or ml engineers doing these pipelines and stuff? Jason: Yeah, that’s a really good question.

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Conversational AI Natural Language Processing Machine Learning AI 52

AWS Machine Learning Blog

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

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TheSequence

NOVEMBER 5, 2023

🛠 Real World ML LLM Architectures at GitHub GitHub ML engineers discuss the architecture of LLMs apps —> Read more. Walmart Enterprise Chatbot Walmart discusses an architecture used to build enteprise chatbots based on LangChain, VectorDB and GPT-4 —> Read more.

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ML Chatbots ML Engineer Big Data 52

AWS Machine Learning Blog

DECEMBER 2, 2024

We showcase its real-world impact on various applications, from chatbots to content moderation systems. ML engineers can now design more aggressive auto scaling policies, knowing that new instances can be brought online in a fraction of the time previously required.

Generative AI 97

Generative AI Machine Learning Large Language Models ML Engineer 97

AWS Machine Learning Blog

SEPTEMBER 24, 2024

It allows beginners and expert practitioners to develop and deploy Gen AI applications for various use cases beyond simple chatbots, including agentic, multi-agentic, Generative BI, and batch workflows. Advantages of using SageMaker hosting Amazon SageMaker offered our Gen AI ingestion pipeline many direct and indirect benefits.

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Data Ingestion Machine Learning Large Language Models Generative AI 116

AWS Machine Learning Blog

APRIL 8, 2025

Automated customer Service To handle the thousands of daily customer inquiries, iFood has developed an AI-powered chatbot that can quickly resolve common issues and questions. Integrating model deployment into the service development process was a key initiative to enable data scientists and ML engineers to deploy and maintain those models.

Machine Learning 64

Machine Learning ML Auto-complete Data Scientist 64

Mlearning.ai

MAY 3, 2023

chatgpt : ChatGPT is an AI chatbot developed by OpenAI and released in November 2022. LLaMA’s can be used for wide variety of applications, such as chatbots, creating virtual assistants, creating text content, etc. We can use it for chatbots, Generative Question-Answering (GQA), summarization, etc. assistant-style generation.

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Large Language Models Python Auto-complete Natural Language Processing 52

AWS Machine Learning Blog

JULY 23, 2024

You can use Llama Guard as a supplemental tool for developers to integrate into their own mitigation strategies, such as for chatbots, content moderation, customer service, social media monitoring, and education. Llama Guard is available on SageMaker JumpStart. models are available today in SageMaker JumpStart initially in the US East (N.

Machine Learning 122

Machine Learning Computer Vision Python ML 122

The MLOps Blog

DECEMBER 29, 2022

If you’re doing something like a chatbot, most people end up needing GPU inference because you can’t… If a customer sends a message and it takes 20 seconds to respond, that’s way different for retention than three seconds, five seconds. You have a middle layer that routes across. It’s definitely faster with GPU.

ML 52

ML Machine Learning Auto-complete Python 52

Viso.ai

DECEMBER 21, 2023

Each of these individuals serves as an inspiration for aspiring AI and ML engineers breaking into the field. There he set up several research teams for things like facial recognition and Melody, an AI chatbot for healthcare. We ranked these individuals in reverse chronological order.

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Convolutional Neural Networks Neural Network Computer Vision Deep Learning 52

Flipboard

NOVEMBER 27, 2024

A Streamlit application is hosted in Amazon Elastic Container Service (Amazon ECS) as a task, which provides a chatbot UI for users to submit queries against the knowledge base in Amazon Bedrock. He helps architect solutions across AI/ML applications, enterprise data platforms, data governance, and unified search in enterprises.

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Metadata Auto-complete Data Discovery ML Engineer 149

AWS Machine Learning Blog

DECEMBER 4, 2024

Chatbot deployments : Power customer service chatbots that can handle thousands of concurrent real-time conversations with consistently low latency, delivering the quality of a larger model but at significantly lower operational costs.

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Metadata Generative AI Categorization Data Scientist 115

AWS Machine Learning Blog

OCTOBER 11, 2024

The workflow consists of the following steps: Either a user through a chatbot UI or an automated process issues a prompt and requests a response from the LLM-based application. The agent returns the LLM response to the chatbot UI or the automated process. Ginni Malik is a Senior Data & ML Engineer with AWS Professional Services.

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Metadata Generative AI LLM Data Ingestion 102