Smart Data Collective

JUNE 10, 2022

As a data engineer, you could also build and maintain data pipelines that create an interconnected data ecosystem that makes information available to data scientists. That means enterprise architects must have a full understanding of the specific businesses they work for in order to design the systems architecture that meets those needs.

Data Science 144

Data Science Data Scientist Machine Learning Machine Learning 144

Dataconomy

JANUARY 4, 2024

New system architectures : The Copilot key is a standalone feature and part of a broader initiative involving collaboration with silicon partners like AMD, Intel, and Qualcomm. Together, they introduce new system architectures that leverage GPU, CPU, NPU, and the cloud to unlock innovative AI experiences on Windows PCs.

AI 103

AI AI System Architecture Artificial Intelligence 103

AWS Machine Learning Blog

SEPTEMBER 6, 2024

Understanding the intrinsic value of data network effects, Vidmob constructed a product and operational system architecture designed to be the industry’s most comprehensive RLHF solution for marketing creatives. The main aspects of the LLM prompt include: Client description – Background information about the client.

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AWS AI AI Data Scientist 123

AWS Machine Learning Blog

MARCH 10, 2025

Investment professionals face the mounting challenge of processing vast amounts of data to make timely, informed decisions. This challenge is particularly acute in credit markets, where the complexity of information and the need for quick, accurate insights directly impacts investment outcomes.

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AWS Database AI AI 111

Hacker News

OCTOBER 20, 2022

We often see how inattention to the law can twist system architectures. If an architecture is designed at odds with the development organization's structure, then tensions appear in the software structure. A dozen or two people can have deep and informal communications, so Conways Law indicates they will create a monolith.

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System Architecture Database 180

O'Reilly Media

NOVEMBER 19, 2024

What’s old becomes new again: Substitute the term “notebook” with “blackboard” and “graph-based agent” with “control shell” to return to the blackboard system architectures for AI from the 1970s–1980s. See the Hearsay-II project , BB1 , and lots of papers by Barbara Hayes-Roth and colleagues. Does GraphRAG improve results?

Database 127

Database AI AI Natural Language Processing 127

Hacker News

MARCH 8, 2023

If you don’t know how this data will enter the sensor fusion engine, how much preprocessing you want to do on the sensor, you may be focusing on a suboptimal solution when developing your sensor or system architecture.

System Architecture 142

System Architecture 142

AWS Machine Learning Blog

MARCH 31, 2023

KYTC DVR’s challenges The KYTC DVR supports, assists and provides information related to vehicle registration, driver licenses, and commercial vehicle credentials to nearly 5 million constituents. “In Drew Clark is a business analyst/project manager for the Kentucky Transportation Cabinet’s Office of Information Technology.

AWS 101

AWS Natural Language Processing System Architecture Machine Learning 101

Google Research AI blog

FEBRUARY 14, 2023

One of the underlying concepts is using LLMs to prompt other pretrained models for information that can build context about what is happening in a scene and make predictions about multimodal tasks. This is similar to the socratic method in teaching, where a teacher asks students questions to lead them through a rational thought process.

Algorithm 139

Algorithm System Architecture Deep Learning Deep Learning 139

AWS Machine Learning Blog

FEBRUARY 24, 2023

For more information, refer to Preview: Use Amazon SageMaker to Build, Train, and Deploy ML Models Using Geospatial Data. In this post, we describe our design and implementation of the solution, best practices, and the key components of the system architecture. For more information, see Amazon SageMaker geospatial capabilities.

ML 101

ML ML AWS Data Pipeline 101

AWS Machine Learning Blog

NOVEMBER 24, 2023

Creating engaging and informative product descriptions for a vast catalog is a monumental task, especially for global ecommerce platforms. The README file contains all the information you need to get started, from requirements to deployment guidelines. This solution is available in the AWS Solutions Library.

AWS 117

AWS Database AI AI 117

AssemblyAI

NOVEMBER 19, 2024

A Highlight in Simplicity: The Looker Dashboard After investing significant time and effort into designing a robust system architecture and ensuring top-tier security, it was somewhat surprising to see what garnered the most attention within the organization: a Looker dashboard.

AI 104

AI AI Data Governance Analytics 104

IBM Journey to AI blog

AUGUST 9, 2023

IBM Power Virtual Servers ( PowerVS) are a cutting-edge Infrastructure-as-a-Service (IaaS) offering designed specifically for businesses looking to harness the power of IBM Power Systems architecture. Performance and reliability: PowerVS leverages IBM Power Systems architecture, known for its outstanding performance and reliability.

Cloud Computing 92

Cloud Computing System Architecture Big Data Analytics Big Data Analytics 92

phData

MAY 25, 2023

In the modern digital-industrial world, manufacturing companies generate vast quantities of data on a daily basis, encompassing logistics records, inventory information, supplier data and more. Supply chain organizations need to break down data silos, move data quickly, and mitigate the impact of poor system architecture causing data lag.

Data Silos 52

Data Silos System Architecture Cloud Data Data Analyst 52

AWS Machine Learning Blog

JANUARY 10, 2024

The model detail information is stored in Parameter Store, including the model version, approved target environment, and model package. He has extensive experience in enterprise systems architecture and operations across several industries – particularly in Health Care and Life Science.

ML 129

ML ML AWS Machine Learning 129

Towards AI

MARCH 1, 2023

The technology behind GitHub’s new code search This post provides a high-level explanation of the inner workings of GitHub’s new code search and offers a glimpse into the system architecture and technical underpinnings of the product. Zero-Shot Information Extraction […]

AI 98

AI AI Machine Learning Machine Learning 98

Smart Data Collective

AUGUST 12, 2022

As a relational database management system, this server uses the Transact-SQL query language and is good for large databases. It’s a high-performance, secure, and reliable option, whether you’re retrieving information from on-premise locations or from the cloud. PostgreSQL. You need the right servers to support your cloud strategy.

Cloud Computing 81

Cloud Computing Database SQL System Architecture 81

Flipboard

DECEMBER 6, 2023

To meet the growing demand for efficient and dynamic data retrieval, Q4 aimed to create a chatbot Q&A tool that would provide an intuitive and straightforward method for IROs to access the necessary information they need in a user-friendly format. He has over a decade of industry experience in software development and system architecture.

SQL 168

SQL Database AWS Machine Learning 168

IBM Journey to AI blog

AUGUST 15, 2023

Establish interconnectivity between multiple systems to speed up order delivery A siloed IT system architecture often leads to inefficient business processes, making it difficult to quickly identify risks and resulting in lengthy order delivery cycles.

AI 65

AI AI System Architecture Analytics 65

AWS Machine Learning Blog

NOVEMBER 17, 2023

In this section, we briefly introduce the system architecture. For more detailed information, refer to the GitHub repo. It also includes a light human review portal, empowering moderators to monitor streams, manage violation alerts, and stop streams when necessary.

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AWS ML ML Algorithm 115

AWS Machine Learning Blog

MAY 23, 2023

With a comprehensive suite of technical artifacts, including infrastructure as code (IaC) scripts, data processing workflows, service integration code, and pipeline configuration templates, PwC’s MLOps accelerator simplifies the process of developing and operating production-class prediction systems.

Machine Learning 101

Machine Learning Machine Learning AWS ML 101

AWS Machine Learning Blog

JANUARY 30, 2023

The agency collects information like number of people living in an apartment and number of apartments in a building before providing service. For more information, refer to Training Predictors. As a utility agency, you must balance aggregate supply and demand. Specify how long in the future you want to forecast and at what frequency.

ML 96

ML ML AWS System Architecture 96

phData

FEBRUARY 5, 2024

Walking you through the biggest challenges we have found when migrating our customer’s data from a legacy system to Snowflake. Background Information on Migrating to Snowflake So you’ve decided to move from your current data warehousing solution to Snowflake, and you want to know what challenges await you.

SQL 52

SQL Database Data Quality Data Warehouse 52

phData

SEPTEMBER 18, 2024

Fivetran is a data movement platform that offers multiple system architectures that extract data from source systems and centralize it in cloud data warehouses like Snowflake AI Data Cloud , Redshift, and others. To be clear though, your data never leaves your network.

Data Warehouse 52

Data Warehouse System Architecture Data Pipeline Cloud Data 52

Pickl AI

NOVEMBER 12, 2024

You can get more information about the same here. Key Takeaways Easily incorporate AI models into embedded systems using Simulink. This step ensures that the AI component is correctly linked within the overall system architecture. Streamline development processes with model-based design and automated code generation.

AI 52

AI AI Deep Learning Deep Learning 52

IBM Journey to AI blog

JULY 18, 2024

In larger distributed systems whose components are separated by geography, components are connected through wide area networks (WAN). The components in a distributed system share information through an elaborate system of message-passing, over whichever type of network is being used.

Cloud Computing 58

Cloud Computing Database Internet of Things ML 58

The MLOps Blog

MARCH 12, 2024

Retrieval Augmented Generation (RAG) enables LLMs to extract and synthesize information like an advanced search engine. RAG enables LLMs to pull relevant information from vast databases to answer questions or provide context, acting as a supercharged search engine that finds, understands, and integrates information.

Database 52

Database Machine Learning Machine Learning AI 52

Heartbeat

JANUARY 9, 2024

They are neither open-source nor publicly accessible; therefore, the general public cannot get information on their architecture or training. Deployment : The adapted LLM is integrated into this stage's planned application or system architecture.

Natural Language Processing 52

Natural Language Processing Machine Learning Machine Learning Artificial Intelligence 52

AWS Machine Learning Blog

SEPTEMBER 18, 2024

For more information on FSDP, refer to PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel. Solution overview The following image shows the architecture diagram for the resources deployed as part of Sagemaker HyperPod for our use case of training the Mathstral model. You can find more information on the p4de.24xlarge

Clustering 117

Clustering AWS ML ML 117

Pickl AI

DECEMBER 10, 2024

The systems architecture combines Oracles hardware expertise with software optimisation to deliver unmatched performance. Providing instantaneous access to data insights empowers leaders to make informed choices without delays. This allows enterprises to store more information without expanding physical infrastructure.

Database 52

Database Analytics Analytics Business Intelligence 52

AssemblyAI

NOVEMBER 8, 2023

BiLSTM (Bidirectional Long Short-Term Memory) : The encoded representation from the Transformer is passed to a BiLSTM , which is particularly good at capturing sequential information. New Models The development of our latest models for Punctuation Restoration and Truecasing marks a significant evolution from the previous system.

System Architecture 59

System Architecture Deep Learning Deep Learning AI 59

The MLOps Blog

APRIL 17, 2023

The data science team can use this information to choose the best model, parameters, and performance metrics. Once you understand your backend architecture, you can also follow domain-driven design principles to build a frontend architecture. One of those principles describes modularity.

Data Scientist 52

Data Scientist ML ML Machine Learning 52

IBM Journey to AI blog

FEBRUARY 1, 2024

Privacy refers to the right of data owners to control who accesses their transactional information. For example, PSD2 states that the processing of personal information must comply with the GDPR and its principles of data minimization, which restricts the collection of personal information to what is necessary for transaction processing.

System Architecture 115

System Architecture Algorithm 115

AWS Machine Learning Blog

AUGUST 15, 2023

Customers are increasingly turning to product reviews to make informed decisions in their shopping journey, whether they’re purchasing everyday items like a kitchen towel or making major purchases like buying a car. Amazon has one of the largest stores with hundreds of millions of items available.

ML 98

ML ML AWS System Architecture 98

Dataconomy

APRIL 22, 2025

Creating adaptive conversational interfaces: By using CLM, developers can create more responsive and context-aware dialogue systems. Architecture of causal language models The architecture of causal language models, particularly causal transformers, has contributed significantly to their effectiveness in generating human-like text.

Natural Language Processing 91

Natural Language Processing System Architecture Predictive Analytics Analytics 91

Towards AI

JANUARY 16, 2025

Leverage Action Module to carry out the task by using knowledge and tools to complete it, whether by delivering information or triggering an action. These rule-based systems are static, providing rapid but inflexible responses to specific inputs. A single agent system architecture involves 1 agent.

AI 98

AI AI System Architecture Algorithm 98

Flipboard

JANUARY 15, 2025

Today, teams at AWS operate a number of safety systems that maintain a high operational readiness bar, and work relentlessly on improving safety mechanisms and risk assessment processes. We conduct a rigorous planning process on a recurring basis to inform how we design and build our network, and maintain resiliency under various scenarios.

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AWS Machine Learning Machine Learning System Architecture 139