.
@EndelSound
has released an updated Alexa skill that includes an “AI Lullaby” soundscape with vocals, music and voiceovers by
@Grimezsz
. Co-founders
@stvtsk
and
@dmitryevgrafov
explain how the company’s AI-powered tech provides personalized soundscapes.
A team of Amazon scientists have compiled an interactive, open source book called Dive into Deep Learning that's gaining wide popularity with universities. It teaches the ideas, mathematical theory and code that powers deep learning. Learn more:
#OSS
#ML
10 years ago today, Amazon launched DynamoDB which
@Werner
described as a “fast, highly reliable and cost-effective" database service.
@SwamiSivasubram
reflects on DynamoDB's origins, and the journey to make it more secure & available.
@awscloud
#AWS
On the cusp of
@NeurIPSConf
, Amazon scholars Michael I. Jordan and Michael Kearns, and Amazon distinguished scientist Bernhard Schölkopf sat down with Amazon Science to discuss the future of AI and the rise of the machine learning industry.
#NeurIPS2021
Amazon,
@MIT
&
@MIT_SCC
announced the establishment of the Science Hub, a collaboration that will focus on areas of mutual interest, beginning with
#artificialintelligence
& robotics. This will support research, education & outreach efforts.
#AmazonScience
Amazon Robotics researchers have a vision: develop robots in simulation first. They want to write software against virtual robots, test in realistic simulations, verify safety on a real robot, and deploy. And they're making real progress—learn how:
Announced today,
@awscloud
and
@MSFTResearch
partnered to create a new
@GitHub
organization called PyWhy—where novel causal-analysis algorithms developed by Amazon will augment DoWhy, Microsoft's existing causality library.
#AmazonScience
#AWS
Today, we're celebrating scientists, engineers, and mathematicians past, present, and future with our Pi Day billboard in Times Square. Check it out at 3:14pm ET, and learn more about the campaign here:
#PiDay
Amazon scientist
@c_russl
and colleagues won the best paper award at
@ieee_ras_icra
. Learn how the researchers adapted language-processing techniques to convert images into aerial maps.
#ICRA2022
In this paper, scientists from
@awscloud
report their experience applying lightweight formal methods to validate the correctness of ShardStore, a new key-value storage node implementation for the Amazon S3 cloud object storage service. Learn more:
#AWS
Tens of thousands of customers use Amazon Redshift in the AWS global infrastructure to process exabytes of data daily. Authors
@rahulpathak
and
@Hippotas
reflect on how the petabyte-scale cloud data warehouse has advanced, and where they see it evolving.
#DataWarehouse
#DataLake
Amazon researchers have released an open-source family of pretrained models for time series forecasting. Chronos is built on a language model architecture and trained with billions of tokenized time series observations to provide accurate zero-shot forecasts for new time series.
The Nobel Prize-winning biologist Peter Medawar published "Advice to a Young Scientist" in 1979. Here are some of Medawar’s key insights from the book.
#AmazonScience
“DynamoDB is the result of 15 years of learning in the areas of large scale non-relational databases and cloud services.”
@Werner
, CTO at Amazon, on the launch of
@dynamodb
. Learn more about the history of the service:
#CloudComputing
#MachineLearning
As
@SIGIRConf
approaches, Barbara Poblete, Amazon Visiting Academic and
@uchile
computer science professor, discusses her role on the conference's Diversity, Equity, and Inclusion Committee, and her work on hate speech and earthquake detection.
#SIGIR2021
Today, Amazon took three steps toward letting people interact with voice AI systems in their native tongues, announcing (1) a 51-language parallel dataset (MASSIVE), (2) a new competition using that dataset (MMNLU), and (3) a related workshop at EMNLP '22.
Amazon Research Award recipient and
@MIT
professor Russ Tedrake uses a combination of self-supervised learning and classic control theory to teach robots how to pick up objects.
#AmazonResearchAwards
#Robotics
Meet Sparrow. Amazon’s new intelligent robotic system that streamlines the fulfillment process by moving individual products before they get packaged, announced today at our
#DeliveringTheFuture
event:
To celebrate DynamoDB’s 10th anniversary,
@awscloud
engineers reflect on principles they developed to scale to hundreds of thousands of customers, like prioritizing predictability over efficiency, adapting data partitioning to traffic, & continuous verification.
#CloudComputing
Amazon researchers and engineers gathered for the annual Amazon Formal Reasoning Enthusiasts (FReE) workshop to discuss formal methods tools that improve quality of Amazon software and customer experience. 🙌
Classes from Amazon's Machine Learning University (MLU), previously only available to employees, are now available to the public via on-demand videos. Learn more:
#AmazonScience
#MachineLearning
Earlier this month Amazon hosted its 9th internal machine learning conference, which featured presentations from prominent computer science professors Joshua Bengio, Rama Chellappa,
@tdietterich
, Mirella Lapata, and
@chrmanning
. Watch the videos.
#ML
The award-winning paper “Temporal-contextual recommendation in real-time” by
@awscloud
researchers from the 2020
@kdd_news
conference. The technology described is one of the core algorithms underlying the Amazon Personalize service.
#AmazonScience
#KDD2020
Congrats to
@zoox
for marking the first time in history a purpose-built autonomous robotaxi without traditional driving controls carried passengers on open public roads. Learn how it predicts trajectories of moving objects as far as 8 seconds into the future.
#ThisIsZoox
.
@eugeneyan
is an Amazon applied scientist, but in the world of machine learning he might be best known for his writing. Learn what motivated him to start, how he’s made his personal site a success, and his tips for others who want to write about science.
Congratulations to the 101 recipients of the 2020
#AmazonResearchAwards
, who represent 59 universities in 13 countries. Each award supports the work of one to two graduate or postdoctoral students for one year, under the supervision of a faculty member.
We're excited to announce the 74 award recipients of the
#AmazonResearchAwards
' Fall 2021 cycle, representing 51 universities in 17 countries. The awards provide unrestricted funds to academic researchers investigating topics across a number of disciplines. Meet the recipients.
.
@awscloud
has open-sourced a set of tools (DGL, the Deep Graph Library) for building and analyzing knowledge graphs, and at
@sigir2020
, AWS researchers described parallel-processing optimizations for embedding huge knowledge graphs with DGL
#AmazonScience
Representing 24 universities in 7 countries, the spring 2022 recipients of the
#AmazonResearchAwards
will receive funds to pursue their proposals across various research areas.
Time can seem to slow during an MRI scan.
#AmazonResearchAward
recipient Jonathan Tamir is developing
#machinelearning
methods to shorten exam times and extract more data from this essential — but often uncomfortable — imaging process. Find out how.
Representing 54 universities in 14 countries, the
#AmazonResearchAwards
recipients will have access to more than 300 Amazon public datasets, along with AWS AI/ML services and tools. Congrats to the fall 2022 awardees!
Learn why
@blarodlo13
, a professor of computational medicine at the
@UniofOxford
, is convinced that computer modeling and simulation of the heart are poised to trigger major breakthroughs for cardiology patients.
#AmazonScience
#HealthScience
Congratulations to the 51 award recipients of the 2019 Amazon Research Awards, who represent 39 universities in 10 countries. View the full list and find out how to be added to the 2020 Call For Proposal distribution list here:
#AmazonResearchAwards
Amazon researchers have developed a system, called DataTuner, that can convert structured data — such as tables and knowledge graphs — into fluent and semantically faithful text. DataTuner can be downloaded free from
@github
.
#AmazonScience
The recipients, representing 51 universities in 15 countries, will have access to Amazon public datasets, AWS AI/ML services and tools, and more. Congrats to the 99 awardees!
#AmazonResearchAwards
The
@amazonbooks
team just released their list of 2022 Best Books of the Year—So Far.
We’ll be counting down the top 20 general-interest science books of 2022. 📚⬇️
Today, Amazon launched
@alexa99
's new Live Translation feature, which allows individuals speaking in two different languages to converse with each other, with Alexa acting as an interpreter and translating both sides of the conversation.
#AmazonScience
De'Aira Bryant, who has done two internships at Amazon under Nashlie Sephus, is a PhD student at
@GeorgiaTech
focusing on the application of robotics in health care and rehabilitation. Find out how she's reaching students from underrepresented backgrounds.
Today, Amazon announced
#Astro
, a household robot with home monitoring, and
@alexa99
. The scientists behind Astro explain how its Intelligent Motion system combines perception, mapping, and real-time planning to make Astro's motion intuitive and graceful.
Can AI help an aspiring author write a novel? Could machines learn how to make jokes? Inspired by these questions, Jiao Sun has been exploring the potential of AI-generated text. Now, as an Amazon ML Fellow, she's hoping to develop her research further.
#ConvAI
#NLProc
For the first time, the largest genomic sequencing repository in the Americas, the
@NIH
Sequence Read Archive (SRA), will be natively accessible via
@awscloud
through the Open Data Sponsorship Program.
#AmazonScience
Used by more than 400 universities worldwide,
@D2L_ai
is the first of its kind to provide an implementation of Google JAX. The update also contains three new chapters: reinforcement learning, Gaussian processes, and hyperparameter optimization.
#DeepLearning
As
@ACMRecSys
approaches, Amazon Scholar Pablo Castells identifies 3 intriguing trends in recommender system research: work on evaluation, bias & algorithms. In some cases, he says, classical techniques still have advantages over deep learning.
#RecSys2021
Amazon and
@virginia_tech
today announced the Amazon – Virginia Tech Initiative for Efficient and Robust Machine Learning. The initiative will be led by
@VTEngineering
and directed by Thomas L. Phillips Professor of Engineering
@profnaren
.
#VirginiaTech
The Force is strong with Astro. On
#MayThe4th
, learn how it uses deep-learning algorithms to mimic scenarios it may face in a customer’s home, like scene layouts, lighting and perspective changes, occlusions, object movements, and decorations. 🤖
Learn about a new AI model from Amazon scientists that generates images from text, which could help refine customer discovery query results for billions of products:
#AmazonScience
Updates to the
@PrimeVideo
app need to work on 8,000+ different devices. Alexandru Ene explains how the team managed the trade-off between performance and ease of update and, with the move to WebAssembly, increased speed & stability.
#PrimeVideo
Congrats to the winning team of the
#AlexaPrize
SimBot Challenge! 🎉 The
@UMichCSE
team earned $500,000 for their performance in the challenge, which focused on advancing next-generation virtual assistants that help humans complete real-world tasks.
#ConvAI
Nadia Carlsten is head of product at the
@awscloud
Center for Quantum Computing, but her path into quantum was “counterintuitive.” Find out how she ended up in quantum, and how she & her team are working to achieve the holy grail of quantum computing.
#AWS
Sensors are placed on each corner of the
@Zoox
robotaxi so it can ‘see’ in all directions, all at once. Using deep learning, graph neural networks, and convolutional neural networks, the autonomous vehicle can predict an object's trajectory 8 seconds into the future.
#Robotics
In January, the NFL’s
@NextGenStats
announced its new QB passing score metric, which addressed the inconsistency across plays, games, weeks, and seasons found in previous scores. Learn how utilizing a Spliced Binned-Pareto distribution method led to the improved passing metric.
On May 28 we'll be hosting a live Q&A with
@MarcJBrooker
, senior principal engineer at
@awscloud
, about Firecracker, an open source virtualization technology. He'll explain why it was built and how it's used inside AWS Lambda. Register here:
#AmazonScience
With an encoder-decoder architecture, rather than decoder only, the 20-billion-parameter Alexa Teacher Model outperforms language models with hundreds of billions of parameters—including GPT-3—on few-shot tasks such as summarization and machine translation. Learn more.
#NLP
#AI
Subscribe to our monthly newsletter today and get an in-depth look at the groundbreaking research and applied science being conducted at Amazon, including the scientists and scholars doing that work, and much more!
#AmazonScience
Congratulations to
@Caltech
professor and Amazon Scholar
@preskill
for winning the 2024 Bell Prize for fundamental research on quantum mechanics. Preskill explains how he and his colleagues use both classical and quantum computing techniques to learn about quantum systems.
Alexa Prize TaskBot Challenge announced its top three university teams—which addresses AI challenges through the fusion of multiple AI techniques. Learn more about the winning work from teams' from
@UofGlasgow
,
@FCTNOVA
, and
@OhioState
.
#AlexaPrize
A year after 'The Ethical Algorithm: The Science of Socially Aware Algorithm Design' was released, we asked
@mkearnsupenn
and
@Aaroth
what the events of the past year have revealed when it comes to machine learning ethics.
#AmazonScholars
To make model training scale efficiently on hundreds of GPUs in the cloud,
@awscloud
scientists developed the distributed-training framework MiCS, which achieves near-linear scaling when used to train multibillion-parameter models in the public cloud.
#AWS
Goodbye to the barcode? Using multimodal identification, Amazon researchers can extract the appearance and dimensions of an item from an image of that item to automate identification.
#Robotics
#ComputerVision
Jesse Levinson, CTO of
@zoox
, has been in in the self-driving space a long time, going back to when he developed algorithms for the 2007 DARPA Urban Challenge. We talked to him about why he’s excited about Zoox’s robotaxi fleet.
#AmazonScience
Today,
@amazonbooks
unveiled the results for the Best Books of the Year So Far, which includes a Top 20 science category. Congrats to
@WalterIsaacson
on The Code Breaker, which editors picked as the best science book of the year so far.
#AmazonScience
Amazon's machine learning leader for startups
@alliekmiller
once told
@AdamMGrant
she wanted to work in AI. His advice led her to
@awscloud
, and a role she cherishes. Learn how she expands access to AI, and what she says must happen to increase diversity.
Announced today at
@AWSreInvent
: AWS CodeWhisperer, which takes software developers' comments and suggests code for implementing them, has added support for two new programming languages. ⬇️
#MachineLearning
.
@HowardU
recently announced it will host
#AEASP
. We talked to Omari Swinton, chair of Howard's Department of Economics; Rhonda V. Sharpe, founder of
@WISERPolicy
; and Pat Bajari, Amazon’s chief economist, about why economics struggles with diversity.
Looking for some holiday gift-giving ideas? The editors from
@AmazonBooks
have selected the year’s Top 20 general interest science books, including 'The Code Breaker' by
@WalterIsaacson
, which topped the list.
#AmazonBooks
#SciComm
Today Amazon announced the launch of the Amazon Postdoctoral Science (APS) program. APS is designed for those who received their PhD in the past two years and want to gain experience via publishing research and mentorship from the
#AmazonScience
community.
Congrats to Amazon principal applied scientist Matthias Seeger and coauthors
@niranjan628496
@ShamKakade6
@arkrause
on their
@icmlconf
test of time award for a paper from 10yrs ago that's had a significant impact within the machine learning field
#ICML2020
Amazon has publicly released RefChecker, a combination tool and dataset that detects hallucinations in
#LLMs
. To characterize factual claims, RefChecker uses knowledge triplets rather than natural language, enabling finer-grained judgments.
#GenerativeAI
Alexa researchers won a best-paper award at
@Coling2020
for work on automatically annotating training data by finding cases in which customers rephrased requests and mapping labels from successful requests onto unsuccessful ones.
#AmazonScience
#COLING2020
Call for proposals for the 2020 Amazon Research Awards has been issued. Deadline for submissions is Oct 11. CFP areas include:
1. AI for Information Security
2. Alexa Fairness in AI
3. AWS AI
4. AWS Automated Reasoning
5. Robotics
#AmazonResearchAwards
Amazon papers were runners-up for two best-paper awards at
@RealAAAI
: one examines how to construct recommendation algorithms when the search space is massive, the other how to perform natural-language searches on the COVID-19 literature.
#AAAI2021
Announced today,
@amazon
’s new speech technologies will make conversation with
@alexa99
more natural. Those technologies include a multibillion-parameter speech recognizer and a text-to-speech model built atop a fine-tuned large language model.
#Alexa
#LLM
Happy
#PiDay
from Amazon Science! This time last year, we celebrated scientists, engineers, and mathematicians past, present, and future on a billboard in Times Square for 3 hours and 14 minutes. See who we featured and learn more about their achievements:
The recipients will be hosted by
@IllinoisCS
and paired with Amazon scientists, as they make progress towards developing intelligent conversational systems that demonstrate contextual understanding and emotional intelligence, allow for personalization, and more.
#ConvAI
Ahead of AWS Silicon Innovation Day on August 3, Nafea Bshara, AWS VP & co-founder of
@AnnapurnaLabs
, sat down with Amazon Science to discuss the history of Annapurna, how the company and the industry have evolved, and what the future portends.
#AWS
This week, AWS scientists announced the general availability of Renate, an open-source Python library for automatic model retraining. The library provides continual learning algorithms able to incrementally train a neural network as more data becomes available.
#AWS
#Python
#OSS
To mark the 25th anniversary of
@QIPConference
, we asked Thomas Vidick, the conference chair, and Simone Severini, head of quantum computing for AWS, about the field's biggest past surprises and future challenges.
#QIP2022
In February, Amazon collaborated with
@mitsupplychain
to challenge academic teams to train machine learning models to predict delivery routes chosen by experienced drivers. A trio of academics recently took first place. Learn more about the challenge.
#MIT
Announcing the latest
#AmazonResearchAwards
call for proposals, AWS AI: Generative AI. The award provides grant recipients unrestricted funds and AWS promotional credits. The submission deadline is April 26. Learn more about the CFP, and how to apply.
#GenAI
Congrats to the 26 recipients of the Spring 2021
#AmazonResearchAwards
. Recipients have access to more than 250 Amazon public datasets, and can utilize AWS AI/ML services and tools via AWS Promotional Credits. Learn more about this year's recipients.
With prompt engineering, Amazon researchers can constrain the outputs of a large language model—like the Alexa Teacher Model—leveraging a handful of examples to generate annotated training data for natural-language-understanding tasks.
#NLProc