AWS Machine Learning Blog

FEBRUARY 8, 2023

SageMaker supports automatic scaling (auto scaling) for your hosted models. Auto scaling dynamically adjusts the number of instances provisioned for a model in response to changes in your inference workload. When the workload increases, auto scaling brings more instances online. SageMaker supports three auto scaling options.

Machine Learning 76

Machine Learning Auto-complete ML Natural Language Processing 76

Unite.AI

AUGUST 1, 2023

In zero-shot learning, no examples of task completion are provided in the model. Chain-of-thought Prompting Chain-of-thought prompting leverages the inherent auto-regressive properties of large language models (LLMs), which excel at predicting the next word in a given sequence.

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Prompt Engineer Prompt Engineering ChatGPT Convolutional Neural Networks 246

Allen AI

AUGUST 18, 2023

For more details, we also release a data sheet (Gebru et al, 2018) as initial documentation. We recognize that our decision reinforces the assumption of English as the “default” language; we hope to expand OLMo to other languages after initial milestones are completed. ill-formed text, auto-generated website text).

Auto-complete 98

Auto-complete Large Language Models NLP Explainability 98

Snorkel AI

MARCH 21, 2023

In 2018, we did a piece of research where we tried to estimate the value of AI and machine learning across geographies, across use cases, and across sectors. One is compared to our first survey conducted in 2018, we see more enterprises investing in AI capability. Firstly, what is the state of the industry?

ML 52

ML Auto-complete Natural Language Processing Explainability 52

Snorkel AI

MARCH 21, 2023

In 2018, we did a piece of research where we tried to estimate the value of AI and machine learning across geographies, across use cases, and across sectors. One is compared to our first survey conducted in 2018, we see more enterprises investing in AI capability. Firstly, what is the state of the industry?

ML 52

ML Auto-complete Natural Language Processing Explainability 52

Google Research AI blog

FEBRUARY 28, 2023

For example, supporting equitable student persistence in computing research through our Computer Science Research Mentorship Program , where Googlers have mentored over one thousand students since 2018 — 86% of whom identify as part of a historically marginalized group. See some of the datasets and tools we released in 2022 listed below.

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Robotics Deep Learning Auto-classification ML 72

Snorkel AI

JANUARY 18, 2023

A 2018 study from McKinsey estimated the total global unclaimed value potential from AI/ML at $10-15 trillion, and Foundation Models will enable valuable applications that the firm couldn’t conceive of four years ago.

LLM 52

LLM Auto-complete Generative AI ML 52

The MLOps Blog

JULY 18, 2023

But ideally, we strive for complete independence of the models in our system so that we can update them without then having to go update every other model in the pipeline – that’s a danger that you can run into. But it’s absolutely critical for most people in our space that you do some type of auto-scaling.

Conversational AI 52

Conversational AI Natural Language Processing AI AI 52

The Stanford AI Lab Blog

MARCH 28, 2022

It is well known that grading is critical to student learning 2 , in part because it motivates students to complete their assignments. For example, variational auto-encoder started only with 32% precision, but it increased to 74.8% A challenge faced by these platforms is that of grading assignments.

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Algorithm Auto-classification Automation Auto-complete 52

Google Research AI blog

JANUARY 18, 2023

We have also seen significant success in using large language models (LLMs) trained on source code (instead of natural language text data) that can assist our internal developers, as described in ML-Enhanced Code Completion Improves Developer Productivity. The pixels in the same colors are attended together.

Computer Vision 132

Computer Vision Auto-classification Large Language Models Neural Network 132

Explosion

NOVEMBER 21, 2019

It’s just as important for the model to learn what’s not an entity.We’re ignoring auto-replies and bot messages (e.g. We ran spacy pretrain for one epoch on about 1 billion words of Reddit comments, which completed in roughly 8 hours on a single GTX 2080 Ti. notice about a deleted comment) to exclude those texts from the data.

NLP 52

NLP Convolutional Neural Networks Neural Network Natural Language Processing 52

Explosion

JANUARY 31, 2021

The quickstart widget auto-generates a starter config for your specific use case and setup You can use the quickstart widget or the init config command to get started. When you load a config, spaCy checks if the settings are complete and if all values have the correct types. Stanza (StanfordNLP) 1 88.8 Flair 2 89.7 Akbik et al.

NLP 52

NLP Python BERT Auto-classification 52

AWS Machine Learning Blog

JANUARY 17, 2024

Llama 2 is an auto-regressive generative text language model that uses an optimized transformer architecture. Using AWS Trainium and Inferentia based instances, through SageMaker, can help users lower fine-tuning costs by up to 50%, and lower deployment costs by 4.7x, while lowering per token latency. We discuss both methods in this section.

Auto-complete 102

Auto-complete Python Deep Learning Machine Learning 102

Flipboard

APRIL 13, 2023

For instance, a financial firm that needs to auto-generate a daily activity report for internal circulation using all the relevant transactions can customize the model with proprietary data, which will include past reports, so that the FM learns how these reports should read and what data was used to generate them.

Generative AI 182

Generative AI ML AI AI 182

Topbots

JUNE 29, 2023

On a more advanced stance, everyone who has done SQL query optimisation will know that many roads lead to the same result, and semantically equivalent queries might have completely different syntax. 3] provides a more complete survey of Text2SQL data augmentation techniques.

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Auto-complete Algorithm Data Scientist Auto-classification 52