O'Reilly Media - Data

JULY 17, 2018

At Spark+AI Summit 2018, my team at Databricks introduced MLflow , a new open source project to build an open ML platform. MLflow is open source and easy to install using pip install mlflow. MLflow Projects : a code packaging format for reproducible runs. Getting started with MLflow. MLflow Tracking. MLflow Models.

Machine Learning 276

Machine Learning Artificial Inteligence Software Review Open Source 276

AWS Machine Learning - AI

MARCH 20, 2025

Using Amazon Bedrock allows for iteration of the solution using knowledge bases for simple storage and access of call transcripts as well as guardrails for building responsible AI applications. This step is shown by business analysts interacting with QuickSight in the storage and visualization step through natural language.

Generative AI 94

Generative AI Artificial Inteligence Metrics AWS 94

AWS Machine Learning - AI

OCTOBER 29, 2024

All of this data is centralized and can be used to improve metrics in scenarios such as sales or call centers. In contrast, our solution is an open-source project powered by Amazon Bedrock , offering a cost-effective alternative without those limitations.

Generative AI 111

Generative AI Video Engineering Artificial Inteligence 111

AWS Machine Learning - AI

NOVEMBER 15, 2024

Principal also used the AWS open source repository Lex Web UI to build a frontend chat interface with Principal branding. Model monitoring of key NLP metrics was incorporated and controls were implemented to prevent unsafe, unethical, or off-topic responses. The platform has delivered strong results across several key metrics.

Generative AI 113

Generative AI AWS Groups Artificial Inteligence 113

OverOps

JUNE 21, 2018

To ensure that this data isn’t lost and can be used effectively, they should be consolidated and centralized to a single storage location. Open source. Elastic (formerly ELK – ElasticSearch, Logstash, Kibana) is an open source project made up of many different tools for application data analysis and visualization.

Tools 221

Tools Open Source Weak Development Team How To 221

TechCrunch

OCTOBER 7, 2021

The underlying large-scale metrics storage technology they built was eventually open sourced as M3. “Sitting at the intersection of the major trends transforming infrastructure software – the rise of open-source and the shift to containers – Chronosphere has quickly become a transformative player in observability.

Cloud 209

Cloud Sport Open Source Machine Learning 209

TechCrunch

MAY 17, 2022

The first wave in the 2000s was trying to solve the large-scale data processing and storage challenges, which [tools like] HDFS, MapReduce, and Spark addressed,” Yang told TechCrunch in an email interview. Snowflake, Redshift, and BigQuery) and distributed SQL engines (e.g., Impala, Presto, Athena).

Technical Review 249

Technical Review Analytics Cloud Enterprise 249

AWS Machine Learning - AI

MARCH 13, 2025

When customers receive incoming calls at their call centers, MaestroQA employs its proprietary transcription technology, built by enhancing open source transcription models, to transcribe the conversations. The customer interaction transcripts are stored in an Amazon Simple Storage Service (Amazon S3) bucket.

Generative AI 113

Generative AI CTO Coach AWS Artificial Inteligence 113

AWS Machine Learning - AI

MARCH 3, 2025

This guide demonstrates how to deploy an open source FM from Hugging Face on Amazon Elastic Compute Cloud (Amazon EC2) instances across three locations: a commercial AWS Region and two AWS Local Zones. We use Metas open source Llama 3.2-3B 3B as the FM for this demonstration. This is a lightweight FM from the Llama 3.2

AWS 84

AWS Artificial Inteligence Technical Review Systems Review 84

Cloudera

JULY 24, 2023

In their effort to reduce their technology spend, some organizations that leverage open source projects for advanced analytics often consider either building and maintaining their own runtime with the required data processing engines or retaining older, now obsolete, versions of legacy Cloudera runtimes (CDH or HDP).

Open Source 66

Open Source Analytics Software Review Metrics 66

AWS Machine Learning - AI

MARCH 13, 2025

11B-Vision-Instruct ) or Simple Storage Service (S3) URI containing the model files. Optimizing these metrics directly enhances user experience, system reliability, and deployment feasibility at scale. Each test was executed 100 times, with concurrency set to 1, and the average values across key performance metrics were recorded.

Artificial Inteligence 109

Artificial Inteligence AWS Machine Learning Load Balancer 109

AWS Machine Learning - AI

MARCH 11, 2025

With these containers, you can use high-performance open source inference libraries like vLLM , TensorRT-LLM , and Transformers NeuronX to deploy LLMs on SageMaker endpoints. These containers bundle together a model server with open source inference libraries to deliver an all-in-one LLM serving solution.

Artificial Inteligence 79

Artificial Inteligence AWS Generative AI Metrics 79

AWS Machine Learning - AI

APRIL 29, 2025

In this post, we explore how AWS services can be seamlessly integrated with open source tools to help establish a robust red teaming mechanism within your organization. It generates a detailed visual report with metrics and measurements of potential bias, helping organizations understand and address imbalances.

Generative AI 74

Generative AI Weak Development Team AWS Artificial Inteligence 74

Honeycomb

FEBRUARY 5, 2020

New eGuide takes a closer look at Prometheus, ELK and Jaeger : Open source tooling has its benefits. Popular open source tools fall into one of three buckets – logs, metrics, and tracing. Prometheus – A time series database for metrics. It can feel like a double whammy.

Open Source 60

Open Source Tools Metrics System 60

AWS Machine Learning - AI

APRIL 24, 2024

This post assesses two primary approaches for developing AI assistants: using managed services such as Agents for Amazon Bedrock , and employing open source technologies like LangChain. Additionally, you can access device historical data or device metrics. It serves as the data source to the knowledge base.

Artificial Inteligence 137

Artificial Inteligence Lambda Knowledge Base IoT 137

Honeycomb

JANUARY 24, 2024

Observability has three pillars: metrics, logs, and traces.” But logs are expensive and everybody wants dashboards… so we buy a metrics tool. Logs, metrics, traces, APM, RUM. Metrics Metrics are the great-granddaddy of telemetry formats; tiny, fast, and cheap. Observability 1.0 On and on it goes.

Tools 143

Tools Metrics Software Review Engineering 143

CIO

JUNE 28, 2023

“When you create an app bundle, AppFabric creates the required AWS Identity and Access Management (IAM) role in your AWS account, which is required to send metrics to Amazon CloudWatch and to access AWS resources such as Amazon Simple Storage Service (Amazon S3) and Amazon Kinesis Data Firehose,” AWS wrote in a blog post.

Generative AI 204

Generative AI AWS Artificial Inteligence Enterprise 204

Battery Ventures

MARCH 3, 2021

Much of this success was driven by Mongo’s open-source community. While the business value of open-source communities can sometimes be difficult to measure and quantify, in Mongo’s case, it only took a small percentage of users to convert to paying customers to build an enduring business.

Open Source 98

Open Source Company Cloud Metrics 98

Cloudera

JULY 19, 2023

Introduction Ozone is an Apache Software Foundation project to build a distributed storage platform that caters to the demanding performance needs of analytical workloads, content distribution, and object storage use cases. The hardware was provided by Cisco as an open source partnership with Cloudera.

Storage 70

Storage Performance Hardware Architecture 70

Xebia

FEBRUARY 1, 2024

LLM Fine-tuning NeurIPS 2023 featured a challenge to efficiently fine-tune open-source LLM models on public datasets. The challenge is set up as follows: The base model needs to be from a list of approved open-source models. Of course, the backend relied on some storage. We participated in this challenge.

Artificial Inteligence 130

Artificial Inteligence Training Open Source Storage 130

TechCrunch

MAY 10, 2022

“But these systems have many facets … Open-source databases like PostgreSQL and MySQL are getting better each year, but more features means deployment challenges. “This was … right around the time powerful machine learning technologies became more accessible with open source frameworks and hardware acceleration.

Artificial Inteligence 191

Artificial Inteligence Machine Learning Database Administration Open Source 191

AWS Machine Learning - AI

MAY 1, 2025

The required training dataset (and optional validation dataset) prepared and stored in Amazon Simple Storage Service (Amazon S3). The models were evaluated using the SQuAD F1 score metric , which measures the word-level overlap between generated responses and reference answers. We fine-tuned both Meta Llama 3.2 11B and Meta Llama 3.2

Generative AI 81

Generative AI AWS Artificial Inteligence Training 81

Altexsoft

NOVEMBER 30, 2018

February 1998 became one of the notable months in the software development community: The Open Source Initiative (OSI) corporation was founded and the open source label was introduced. The term represents a software development approach based on collaborative improvement and source code sharing. Well, it doesn’t.

Open Source 60

Open Source Software Review Software How To 60

AWS Machine Learning - AI

NOVEMBER 7, 2024

Model monitoring – The model monitoring service allows tenants to evaluate model performance against predefined metrics. A model monitoring solution gathers request and response data, runs evaluation jobs to calculate performance metrics against preset baselines, saves the outputs, and sends an alert in case of issues.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

Honeycomb

FEBRUARY 22, 2022

A long time ago, in a galaxy far, far away, I said a lot of inflammatory things about metrics. Metrics are s**t salad.”. Metrics are simply nerfed dimensions.”. Metrics suck ,” “metrics are legacy ,” “metrics and time series aggregates will f **g kneecap you.”. Metrics aren’t worthless; they’re just limited.

Software Review 111

Software Review Metrics Systems Review Hardware 111

d2iq

JUNE 2, 2021

Below are the key capabilities you should be looking for in a Kubernetes solution that fits into a hybrid or multi-cloud environment or managed service: Observability - centralized visibility of Kubernetes workloads and infrastructure metrics to manage service availability.

Cloud 106

Cloud Open Source Infrastructure Training 106

Xebia

DECEMBER 1, 2022

Grafana is a free and open source platform which allows you to query, visualize, alert on and understand your metrics. One more prerequisite is to provision Storage Account with a share for Grafana to store its data in. Displaying PostgreSQL metrics. Conclusion.

Azure 130

Azure Resources Metrics Analytics 130

Bernd Rucker

MAY 25, 2022

With Camunda Platform 8 being available to the public , we regularly answer questions about our open source strategy and the licenses for its various components. The following illustration colors the components according to their license: Green : Open source license. The striped components use a source-available license.

Open Source 98

Open Source Software Review Development Team Review Technical Review 98

John Snow Labs

APRIL 29, 2025

It also uses a secured on-premises infrastructure to store and manage data on local storage. Label Studio Open Source and Built for Integration A good choice for researchers and teams building tightly coupled ML pipelines. Key Features ML-assisted labeling: Automatically suggest labels based on the ML models prediction.

Artificial Inteligence 52

Artificial Inteligence Training Tools Generative AI 52

AWS Machine Learning - AI

MARCH 18, 2025

Additionally, the complexity increases due to the presence of synonyms for columns and internal metrics available. Streamlit This open source Python library makes it straightforward to create and share beautiful, custom web apps for ML and data science. I am creating a new metric and need the sales data.

Artificial Inteligence 110

Artificial Inteligence Applications Generative AI Off-The-Shelf 110

Xebia

MARCH 24, 2023

Tip – log system metrics into another database as the application log data. This list is related to Application Performance Monitoring Wikipedia CIO-Wiki Metric data from the infrastructure level.e.g. CPU, Storage, I/O, … Metric data from the application component level.

Metrics 130

Metrics Infrastructure Software Development Applications 130

Linux Academy

DECEMBER 5, 2019

For storage-intensive workloads, AWS Customers will have an opportunity to use smaller instance sizes and still meet EBS-optimized instance performance requirements, thereby saving costs. Athena executes federated queries using Athena Data Source Connectors that run on AWS Lambda. AWS Builder’s Library.

AWS 19

AWS Machine Learning Artificial Inteligence Linux 19

Kentik

FEBRUARY 8, 2023

Popular open-source projects for storage and visualization of traffic telemetry data (and other types of data) include: Prometheus and Grafana : This is a powerful combination of the Prometheus time series database (that focuses on metrics collection) and the Grafana dashboarding-and-alerting platform.

Network 111

Network Open Source Malware Software Review 111

Altexsoft

OCTOBER 27, 2020

As all the tools mentioned above, Ansible is open-source, and has a range of tools for DevOps. The open source version of the SaltStack is free to use. It suggests using YAML or JSON as a declarative language to input configurations through Amazon S3 as an object storage. Ansible offers a free trial.

DevOps 116

DevOps Tools Continuous Delivery Open Source 116

AWS Machine Learning - AI

DECEMBER 22, 2023

We start off with a baseline foundation model from SageMaker JumpStart and evaluate it with TruLens , an open source library for evaluating and tracking large language model (LLM) apps. In development, you can use open source TruLens to quickly evaluate, debug, and iterate on your LLM apps in your environment.

Artificial Inteligence 119

Artificial Inteligence Training Off-The-Shelf Metrics 119

Tenable

NOVEMBER 25, 2022

Get the latest on the Hive RaaS threat; the importance of metrics and risk analysis; cloud security’s top threats; supply chain security advice for software buyers; and more! . But to truly map cybersecurity efforts to business objectives, you’ll need what CompTIA calls “an organizational risk approach to metrics.”.

Metrics 52

Metrics Cloud Backup Software Review 52

Netflix Tech

OCTOBER 19, 2020

Troubleshooting a session in Edgar When we started building Edgar four years ago, there were very few open-source distributed tracing systems that satisfied our needs. Our tactical approach was to use Netflix-specific libraries for collecting traces from Java-based streaming services until open source tracer libraries matured.

Infrastructure 95

Infrastructure Microservices Systems Review Storage 95