Hacker News

OCTOBER 15, 2024

Over the course of 2023, we rapidly scaled up our training clusters from 1K, 2K, 4K, to eventually 16K GPUs to support our AI workloads. Today, we’re training our models on two 24K-GPU clusters. We don’t expect this upward trajectory for AI clusters to slow down any time soon. Building AI clusters requires more than just GPUs.

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Tableau

SEPTEMBER 1, 2022

September 1, 2022 - 6:50pm. September 7, 2022. What is Clustering in Tableau? Caroline Yam. Community Manager, Tableau. Bronwen Boyd. Hi DataFam! I’m Caroline Yam, Tableau Community Manager based down under in Sydney, Australia, and I’m thrilled to join the ranks of the Best of Tableau Web authors. . Andy Kriebel , VizWiz.

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Tableau

SEPTEMBER 1, 2022

September 1, 2022 - 6:50pm. September 7, 2022. What is Clustering in Tableau? Caroline Yam. Community Manager, Tableau. Bronwen Boyd. Hi DataFam! I’m Caroline Yam, Tableau Community Manager based down under in Sydney, Australia, and I’m thrilled to join the ranks of the Best of Tableau Web authors. . Andy Kriebel , VizWiz.

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Tableau Clustering Data Visualization 98

Data Science Dojo

MAY 3, 2023

Clustered Indexes : have ordered files and built on non-unique columns. You may only build a single Primary or Clustered index on a table. A new librarian, hired in 2022, decided to reorder books by their year number and subject. Primary Indexes : have ordered files and built on unique columns.

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Python Clustering SQL Data Science 288

Flipboard

FEBRUARY 16, 2023

Modern model pre-training often calls for larger cluster deployment to reduce time and cost. In October 2022, we launched Amazon EC2 Trn1 Instances , powered by AWS Trainium , which is the second generation machine learning accelerator designed by AWS. We use Slurm as the cluster management and job scheduling system.

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Clustering AWS Deep Learning Deep Learning 132

Flipboard

APRIL 4, 2023

The standard cells are then collected into clusters to help speed up the training process. In January 2022, they released an open-source version, Circuit Training, on GitHub. According to press reports , its leader Satarjit Chatterjee, repeatedly undermined Mirhoseini and Goldie personally and was fired for it in 2022.

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Google Research AI blog

FEBRUARY 28, 2023

In 2022, we expanded our research interactions and programs to faculty and students across Latin America , which included grants to women in computer science in Ecuador. See some of the datasets and tools we released in 2022 listed below. We work towards inclusive goals and work across the globe to achieve them.

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Mlearning.ai

AUGUST 7, 2023

Enterprises, research and development teams shared GPU clusters for this purpose. on the clusters to get the jobs and allocate GPUs, CPUs, and system memory to the submitted tasks by different users. The authors of [1] propose a resource-sensitive scheduler for shared GPU cluster. SLURM, LFS, Kubernetes, Apache YARN, etc.)

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Hacker News

JUNE 27, 2023

For example, on a commercially available cluster of 3,584 H100 GPUs co-developed by startup Inflection AI and operated by CoreWeave , a cloud service provider specializing in GPU-accelerated workloads, the system completed the massive GPT-3-based training benchmark in less than eleven minutes.

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AWS Machine Learning Blog

OCTOBER 24, 2024

For this post we’ll use a provisioned Amazon Redshift cluster. Set up the Amazon Redshift cluster We’ve created a CloudFormation template to set up the Amazon Redshift cluster. Implementation steps Load data to the Amazon Redshift cluster Connect to your Amazon Redshift cluster using Query Editor v2.

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Data Warehouse Machine Learning Machine Learning Cloud Data 114

Dataconomy

FEBRUARY 26, 2025

The firm allocated 70% of its revenue towards AI research, building two supercomputing AI clusters, including one consisting of 10,000 Nvidia A100 chips during 2020 and 2021. banned A100 chip exports to China in 2022. With limited competition for such resources, DeepSeek has attracted leading researchers.

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IBM Journey to AI blog

DECEMBER 20, 2023

The most common unsupervised learning method is cluster analysis, which uses clustering algorithms to categorize data points according to value similarity (as in customer segmentation or anomaly detection ). K-means clustering is commonly used for market segmentation, document clustering, image segmentation and image compression.

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Machine Learning Machine Learning Supervised Learning Clustering 92

Google Research AI blog

DECEMBER 7, 2022

Posted by Malaya Jules, Program Manager, Google This week, the premier conference on Empirical Methods in Natural Language Processing (EMNLP 2022) is being held in Abu Dhabi, United Arab Emirates. We are proud to be a Diamond Sponsor of EMNLP 2022, with Google researchers contributing at all levels.

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Natural Language Processing Clustering Artificial Intelligence Artificial Intelligence 52

Data Science Dojo

AUGUST 19, 2024

Bureau of Labor Statistics predicting a 35% increase in job openings from 2022 to 2032. This is used for tasks like clustering, dimensionality reduction, and anomaly detection. For example, clustering customers based on their purchase history to identify different customer segments.

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AI AI Machine Learning Machine Learning 258

Towards AI

APRIL 7, 2024

2022) Zero-Shot Chain-of-Thought Another idea of “Zero Shot CoT” was introduced by Kojima et al. 2022 where, instead of adding examples for Few Shot CoT, we just add “Let’s think step by step” to the prompt. 2022) introduced Auto-COT. Source : Wei et al. This is a manual process and introduces subjectivity.

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AWS Machine Learning Blog

MAY 31, 2023

With containers, scaling on a cluster becomes much easier. In late 2022, AWS announced the general availability of Amazon EC2 Trn1 instances powered by AWS Trainium accelerators, which are purpose built for high-performance deep learning training. On the Amazon ECS console, choose Clusters in the navigation pane. Choose Create.

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AWS Machine Learning Blog

SEPTEMBER 12, 2024

LLMs disrupt the industry Towards the end of 2022, groundbreaking LLMs were released that realized drastic improvements over previous model capabilities. In order to provision a highly scalable cluster that is resilient to hardware failures, Thomson Reuters turned to Amazon SageMaker HyperPod. Chinchilla point 52b 132b 260b 600b 1.3t

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Clustering AWS ML ML 116

Google Research AI blog

FEBRUARY 15, 2023

In “ FriendlyCore: Practical Differentially Private Aggregation ”, presented at ICML 2022 , we introduce a general framework for computing differentially private aggregations. Clustering and other applications Other applications of our aggregation method are clustering and learning the covariance matrix of a Gaussian distribution.

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Clustering Algorithm Machine Learning Machine Learning 94

Flipboard

APRIL 6, 2023

Of course, h ow this translates to computation time depends on the speed and scale of the system doing the computation; Anthropic implies (in the deck) it relies on clusters with “tens of thousands of GPUs.” “These models could begin to automate large portions of the economy,” the pitch deck reads.

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AI AI Clustering Algorithm 178

Flipboard

JUNE 20, 2023

For reference, GPT-3, an earlier generation LLM has 175 billion parameters and requires months of non-stop training on a cluster of thousands of accelerated processors. The Carbontracker study estimates that training GPT-3 from scratch may emit up to 85 metric tons of CO2 equivalent, using clusters of specialized hardware accelerators.

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AWS Machine Learning Blog

JUNE 7, 2023

For example, GPT-3 (2020) and BLOOM (2022) feature around 175 billion parameters, Gopher (2021) has 230 billion parameters, and MT-NLG (2021) 530 billion parameters. In 2022, Hoffman et al. In 2022, Hoffman et al. They implemented their guidance in the 70B parameter Chinchilla (2022) model, that outperformed much bigger models.

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Clustering Machine Learning Machine Learning AWS 101

AWS Machine Learning Blog

NOVEMBER 19, 2024

Within a year, we built a world-class inference platform processing over 2 billion video frames daily using dynamically scaled Amazon Elastic Kubernetes Service (Amazon EKS) clusters. In-person racing returned in 2022, and I set a new world record at the London Summit.

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Flipboard

JULY 7, 2023

The young company successfully closed a $100M Series C round of funding in 2022 for its robust codeless AI infrastructure , which aims to enable brands to scale all aspects of their marketing and efficiently augment their decision-making.

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AI AI Artificial Intelligence Artificial Intelligence 179

Tableau

JUNE 23, 2022

June 23, 2022 - 5:47pm. July 8, 2022. Or are there clusters of points? Sarah Battersby. Principal Research Scientist, Tableau. Kristin Adderson. Many data sets include location details, such as addresses, country names, or named sales territories. Do you see an even distribution of the locations or values in the data?

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Tableau Clustering Analytics Analytics 102

AWS Machine Learning Blog

MARCH 6, 2023

These factors require training an LLM over large clusters of accelerated machine learning (ML) instances. Within one launch command, Amazon SageMaker launches a fully functional, ephemeral compute cluster running the task of your choice, and with enhanced ML features such as metastore, managed I/O, and distribution.

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AWS Clustering ML ML 107

NYU Center for Data Science

JANUARY 27, 2023

Congrats on your paper being accepted into the NeurIPS 2022 Machine Learning and the Physical Sciences workshop. Thus, what became a year and a half of radiance fields and star clusters was born! CDS spoke with Harlan about the project, deep learning methods in the field of astronomy, and advice for current CDS students.

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Deep Learning Deep Learning Machine Learning Machine Learning 80

phData

MAY 12, 2023

.” This is where you might think about data clustering to increase throughput and decrease latency for your queries. In this blog, we will explore the option of data clustering. What is Clustering Data in Snowflake? A simple example would be to cluster on a date or timestamp column. snowflake_sample_data.tpch_sf100.lineitem)

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Clustering Database Data Warehouse Analytics 64

Google Research AI blog

DECEMBER 14, 2022

This feature is powered by Google's new speaker diarization system named Turn-to-Diarize , which was first presented at ICASSP 2022. It also reduces the total number of embeddings to be clustered, thus making the clustering step less expensive. It significantly improves the readability and usability of the recording transcripts.

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Clustering Algorithm Machine Learning Machine Learning 59

Ocean Protocol

SEPTEMBER 20, 2023

There were 4 clusters of users that this report broke down to understand the behavior and tendencies of different users. Cluster 2 : Swap Count : Extremely High (around 54,127 swaps on average) Volume in USD : Extremely High (around $4.43 Cluster 3 : Swap Count : Low (around 10 swaps on average) Volume in USD : Moderate (around $60.25

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Clustering Exploratory Data Analysis Data Scientist Data Analysis 98

ODSC - Open Data Science

FEBRUARY 17, 2023

Natural language processing (NLP) has been growing in awareness over the last few years, and with the popularity of ChatGPT and GPT-3 in 2022, NLP is now on the top of peoples’ minds when it comes to AI. NLP Cloud Platforms Cloud-based services are the norm in 2022, this leads to a few service providers becoming increasingly popular.

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Deep Learning Deep Learning Data Science Natural Language Processing 111

AWS Machine Learning Blog

DECEMBER 4, 2024

The US nationwide fraud losses topped $10 billion in 2023, a 14% increase from 2022. Orchestrate with Tecton-managed EMR clusters – After features are deployed, Tecton automatically creates the scheduling, provisioning, and orchestration needed for pipelines that can run on Amazon EMR compute engines.

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ML ML AWS AI 101

AWS Machine Learning Blog

JANUARY 30, 2023

In these cases, you might be able to speed up the process by distributing training over multiple machines or processes in a cluster. This post discusses how SageMaker LightGBM helps you set up and launch distributed training, without the expense and difficulty of directly managing your training clusters. 1 5329 5414 0.937 0.947 65.6

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Algorithm Clustering Machine Learning Machine Learning 104

PyImageSearch

JUNE 19, 2023

Each service uses unique techniques and algorithms to analyze user data and provide recommendations that keep us returning for more. Figure 1: Distribution of applications of recommendation systems (source: Ko et al., This lesson is designed to give readers a comprehensive understanding of how various tools (e.g., This is described in Table 1.

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K-nearest Neighbors Clustering Algorithm Deep Learning 55

Towards AI

JULY 23, 2024

Competition at the leading edge of LLMs is certainly heating up, and it is only getting easier to train LLMs now that large H100 clusters are available at many companies, open datasets are released, and many techniques, best practices, and frameworks have been discovered and released.

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Cloud Computing AI AI Data Preparation 105

Snorkel AI

MARCH 30, 2023

Snorkel introduced Data-centric Foundation Model Development capabilities in November 2022 for enterprises to overcome these challenges and leverage foundation models in production. With the Spring 2022 release, we are making these available to all customers in beta.

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ML ML Supervised Learning Azure 98

Flipboard

APRIL 11, 2023

In 2022, security wasn’t in the news as often as it was in 2020 and 2021. Some alternatives have appeared, including managed Kubernetes, where you delegate management of your cluster to a third party, typically your cloud provider; HashiCorp’s Nomad ; K3S , a lightweight Kubernetes; and even some older tools like Docker Swarm.

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Database Python Clustering SQL 171

Tableau

JUNE 23, 2022

June 23, 2022 - 5:47pm. July 8, 2022. Or are there clusters of points? Sarah Battersby. Principal Research Scientist, Tableau. Kristin Adderson. Many data sets include location details, such as addresses, country names, or named sales territories. Do you see an even distribution of the locations or values in the data?

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Tableau Clustering Analytics Analytics 65