Smart Data Collective

OCTOBER 13, 2021

Predictive analytics is an area of big data analysis that facilitates the identification of trends, exceptions and clusters of events, and all this allows forecasting future trends that affect the business. The post Biggest Trends in Data Visualization Taking Shape in 2022 appeared first on SmartData Collective.

Data Visualization 145

Data Visualization Big Data Big Data Predictive Analytics 145

Hacker News

MARCH 12, 2024

Marking a major investment in Meta’s AI future, we are announcing two 24k GPU clusters. We use this cluster design for Llama 3 training. We built these clusters on top of Grand Teton , OpenRack , and PyTorch and continue to push open innovation across the industry. The other cluster features an NVIDIA Quantum2 InfiniBand fabric.

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Clustering AI AI ML 182

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.

Python 369

Python Clustering SQL Data Science 369

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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AWS ML ML AI 107

Flipboard

JANUARY 22, 2025

Monkeypox virus (MPXV), a zoonotic pathogen, re-emerged in 2022 with the Clade IIb variant, raising global health concerns due to its unprecedented spread in non-endemic regions. Comparative differential gene expression (DGE) analysis revealed 798 DEGs exclusive to the 2022 MPXV invasion in the skin cell types& (keratinocytes).

Machine Learning 81

Machine Learning Machine Learning Clustering Algorithm 81

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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Clustering AI AI Deep Learning 180

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 Data Visualization Clustering 98

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 Data Visualization Clustering 98

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.

AI 363

AI AI Machine Learning Machine Learning 363

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.

EDA 177

EDA Algorithm Clustering Machine Learning 177

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.

Clustering 132

Clustering AWS Deep Learning Deep Learning 132

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.

ML 101

ML ML AWS AI 101

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.

ML 72

ML ML Deep Learning Deep Learning 72

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.)

Clustering 52

Clustering Deep Learning Deep Learning Algorithm 52

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.

AI 182

AI AI Clustering Machine Learning 182

AWS Machine Learning Blog

SEPTEMBER 7, 2023

In February 2022, Amazon Web Services added support for NVIDIA GPU metrics in Amazon CloudWatch , making it possible to push metrics from the Amazon CloudWatch Agent to Amazon CloudWatch and monitor your code for optimal GPU utilization. The aws-do-eks project comes with a collection of cluster configurations. env-config.sh

Clustering 125

Clustering AWS Machine Learning Machine Learning 125

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.

Machine Learning 92

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

AWS Machine Learning Blog

MARCH 11, 2025

simple Finance Did meta have any mergers or acquisitions in 2022? The implementation included a provisioned three-node sharded OpenSearch Service cluster. simple Music Can you tell me how many grammies were won by arlo guthrie until 60th grammy (2017)? simple_w_condition Open Can i make cookies in an air fryer?

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K-nearest Neighbors AWS Database AI 112

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

Alation

JULY 18, 2022

That was the message — delivered a little more elegantly than that — at Databricks’ Data+AI Summit 2022. Additionally, with Unity’s new lineage, Alation will provide column-level lineage for tables, views, and columns for all the jobs and languages that run on a Databricks cluster within the enterprise catalog.

AI 52

AI AI Data Lakes Azure 52

AWS Machine Learning Blog

FEBRUARY 1, 2023

In late 2022, AWS announced the general availability of Amazon EC2 Trn1 instances powered by AWS Trainium —a purpose-built machine learning (ML) accelerator optimized to provide a high-performance, cost-effective, and massively scalable platform for training deep learning models in the cloud.

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AWS Clustering Deep Learning Deep Learning 98

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

Clustering 111

Clustering AWS ML ML 111

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 Machine Learning ML 113

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.

Clustering 104

Clustering Machine Learning Machine Learning AI 104

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.

AI 178

AI AI Clustering Algorithm 178

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.

Deep Learning 98

Deep Learning Deep Learning Machine Learning Machine Learning 98

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.

Clustering 101

Clustering Machine Learning Machine Learning AWS 101

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 Machine Learning ML 123

Google Research AI blog

MARCH 7, 2023

In this competition, we invite researchers from around the world to build systems that can produce hierarchical annotations of text in images using words clustered into lines and paragraphs. Middle: Illustration of line clustering. Right: Illustration paragraph clustering. The concept of hierarchical text representation.

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Clustering Natural Language Processing Deep Learning Deep Learning 102

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

Hacker News

DECEMBER 11, 2024

Image: theijf.org/msb-cluster-investigation. The reporters found another collection of 97 MSBs clustered at an address for a commercial office suite in Ontario, even though there was no evidence these companies had ever arranged for any business services at that address. This building at 422 Richards St.

Clustering 178

Clustering 178

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 106

Pickl AI

DECEMBER 26, 2024

billion by the end of 2024 , reflecting a remarkable increase from $29 billion in 2022. High-Performance Computing (HPC) Clusters These clusters combine multiple GPUs or TPUs to handle extensive computations required for training large generative models. The global Generative AI market is projected to exceed $66.62

AI 52

AI AI Deep Learning Deep Learning 52

AWS Machine Learning Blog

APRIL 7, 2025

When storing a vector index for your knowledge base in an Aurora database cluster, make sure that the table for your index contains a column for each metadata property in your metadata files before starting data ingestion.

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Database AWS Natural Language Processing AI 123

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