Machine Learning Research at Apple

AUGUST 28, 2024

We develop system architectures that enable learning at scale by leveraging advances in machine learning (ML), such as private federated learning (PFL), combined with… However, accessing the data that provides such insights — for example, what users type on their keyboards and the websites they visit — can compromise user privacy.

Machine Learning 130

Machine Learning Machine Learning System Architecture ML 130

Hacker News

JULY 24, 2023

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System Architecture 67

System Architecture 67

Dataconomy

SEPTEMBER 11, 2023

Understanding system architecture A killswitch engineer at OpenAI would be responsible for more than just pulling a plug. The role necessitates a deep understanding of system architecture, including the layers of hardware and software that run AI models like upcoming GPT-5.

System Architecture 214

System Architecture Machine Learning Machine Learning AI 214

Machine Learning Research at Apple

JANUARY 28, 2024

The E2E systems implicitly model all conventional ASR components, such as the acoustic model (AM) and the language model (LM), in a single network trained on audio-text pairs. Despite this simpler system architecture, fusing a separate LM, trained exclusively on text corpora, into the E2E system has proven to be beneficial.

System Architecture 130

System Architecture Deep Learning Deep Learning 130

Hacker News

NOVEMBER 5, 2023

I was reading some of Avery Pennarun's blog posts on system architecture and design. There was a set of bullet points that stood out to me that I will copy below: The top-line goals of module systems are always the same: Isolate each bit of code from the other bits. Re-connect those bits only where…

System Architecture 112

System Architecture 112

Dataconomy

MAY 30, 2025

High availability (HA) considerations High availability remains a critical design consideration in systems architecture. By ensuring that systems are consistently reachable, organizations can further bolster their failover capabilities. This strategic planning is essential for maintaining operational continuity.

System Architecture 91

System Architecture 91

Hacker News

MARCH 18, 2025

An exploration of how well AI generates system architecture diagrams

System Architecture 68

System Architecture AI AI 68

Dataconomy

MARCH 19, 2025

Nvidia GR00T N1 and its capabilities The Nvidia Isaac GR00T N1 foundation model introduces a dual-system architecture inspired by human cognition. System 1 acts as a fast-thinking action model emulating human reflexes and intuition, while System 2 serves as a slow-thinking model for methodical decision-making.

AI 91

AI AI System Architecture Machine Learning 91

Dataconomy

MAY 12, 2025

Why it stands out: High refresh rate display, strong GPU, premium build Ideal for: Gamers learning cyber defense and system architecture 7. ASUS ROG Zephyrus G14 Portable power for cyber security learners Dont be fooled by the compact form. This Ryzen-powered machine can run all major security tools and labs with ease.

System Architecture 103

System Architecture Machine Learning Machine Learning 103

AWS Machine Learning Blog

MARCH 5, 2025

It requires checking many systems and teams, many of which might be failing, because theyre interdependent. Developers need to reason about the system architecture, form hypotheses, and follow the chain of components until they have located the one that is the culprit.

AWS 112

AWS AI AI Machine Learning 112

Hacker News

JUNE 3, 2023

We present our experience in making design decisions about the model and system architecture for CodeCompose that addresses these challenges. We discuss unique challenges in terms of user experience and metrics that arise when deploying such tools in large-scale industrial settings. million suggestions were made by CodeCompose.

System Architecture 96

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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

DECEMBER 4, 2024

The following graphic shows how Amazon Bedrock is incorporated to support generative AI capabilities in the fraud detection system architecture.

ML 99

ML ML AWS AI 99

AWS Machine Learning Blog

OCTOBER 14, 2024

The following system architecture represents the logic flow when a user uploads an image, asks a question, and receives a text response grounded by the text dataset stored in OpenSearch.

AWS 126

AWS AI AI System Architecture 126

Towards AI

MAY 12, 2024

So I decided to narrow down the use case to generate cloud system architecture from a user description. As soon as I started writing code I realized it was too ambitious to create something like DiagramGPT in some hours.

AI 96

AI AI System Architecture Python 96

Hacker News

NOVEMBER 5, 2024

Silicon Valley lands the design center The design center is tasked with conducting advanced research in chip design , electronic design automation (EDA), chip and system architectures, and hardware security. “It needs so many machines around it… It’s a very large ecosystem.”

EDA 171

EDA System Architecture 171

ODSC - Open Data Science

JUNE 10, 2025

Architectural Design: Real-Time, Event-Driven The system architecture is built on microservices and event-driven principles: Flink AI enables real-time LLM calls, such as summarizing data or generating SQL within the stream. To improve robustness: Use replayable events to compare outputs across prompt iterations.

SQL 52

SQL AI AI System Architecture 52

Towards AI

MAY 14, 2025

Any major system architecture change should be measurable. In this article, we examine MCP not just as a technical improvement, but as a data science problem one that we can analyze, model, and evaluate with predictive metrics. With MCP, we can explore its effect on: Latency: How long does it take to execute a tool?

System Architecture 80

System Architecture Data Science AI AI 80

Smart Data Collective

JUNE 10, 2022

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. The main duty of an enterprise architect is to align an organization’s strategy with the right technology to execute the required objectives.

Data Science 144

Data Science Data Scientist Machine Learning Machine Learning 144

AWS Machine Learning Blog

NOVEMBER 26, 2024

Let’s transition to exploring solutions and architectural strategies. Approaches to researcher productivity To translate our strategic planning into action, we developed approaches focused on refining our processes and system architectures.

ML 111

ML ML AI AI 111

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 131

Database Natural Language Processing AI AI 131

Flipboard

APRIL 23, 2025

This endpoint based architecture provides decoupling between the other processing, allowing independent scaling, versioning, and maintenance of each component. The decoupled nature of the endpoints also provides flexibility to update or replace individual models without impacting the broader system architecture.

AWS 109

AWS ML ML Natural Language Processing 109

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.

System Architecture 166

System Architecture Database 166

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 136

System Architecture 136

Dataconomy

MARCH 3, 2025

They must grasp how decentralized applications integrate into this ecosystem while ensuring they craft algorithms that prioritize security and efficacy alongside maintaining node operationsall tailored towards accommodating specific scale parameters and performance goals within a given systems architecture.

Computer Science 91

Computer Science Computer Science Internet of Things Database 91

AWS Machine Learning Blog

APRIL 14, 2025

The key features of LangGraph Studio are: Visual agent graphs The IDEs visualization tools allow developers to represent agent flows as intuitive graphic wheels, making it straightforward to understand and modify complex system architectures.

AWS 125

AWS ML ML AI 125

IBM Journey to AI blog

OCTOBER 16, 2023

LBaaS, VSI, VMwaaS, SAP, distributed databases, cloud storage volumes, cloud security— cloud computing brings a delicious alphabet soup of possibilities to the table when it comes to system architecture.

Cloud Computing 93

Cloud Computing System Architecture Database 93

Data Science 101

AUGUST 31, 2023

We’re just big fans of effortless team collaboration It’s a dev tool designed to enhance distributed software development by providing a collaborative and visual tool for managing complex system architectures. About 10 years ago I began thinking about a platform like this to make working on distributed software easier.

System Architecture 116

System Architecture AWS 116

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

Hacker News

OCTOBER 14, 2024

Cell-based architecture has emerged as a response to many challenges associated with distributed systems. Cells can also help organize large architectures into domain-bound deployment and delivery units, which provides essential sociotechnical benefits.

System Architecture 162

System Architecture 162

ODSC - Open Data Science

MARCH 31, 2025

Beyond the Prompt: Architecting Reliable Enterprise LLMAgents Vivek Muppalla, Director of AI Engineering atCohere As organizations move from prototypes to production, they need more than prompt tuningthey need full system architectures.

AI 52

AI AI System Architecture Data Science 52

AWS Machine Learning Blog

FEBRUARY 13, 2025

To understand how this dynamic role-based functionality works under the hood, lets examine the following system architecture diagram. As shown in preceding architecture diagram, the system works as follows: The end-user logs in and is identified as either a manager or an employee.

AWS 94

AWS AI AI ML 94

Towards AI

OCTOBER 30, 2023

Three output neurons approach (simple) As we want to have an optimal system architecture, we are not going to have a new model which is again a binary classifier just for every small task. First column contains a relative path to the image, second column — class id. Now let’s talk about two approaches to solve this task.

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System Architecture AI AI Data Science 114

Flipboard

MAY 30, 2025

He manages a multidisciplinary organization of applied scientists, engineers, and product leaders focused on surfacing trustworthy customer insights through scalable ML models, multimodal information retrieval, and real-time system architecture. Germany, and Argentina.

AI 158

AI AI AWS ML 158

ODSC - Open Data Science

JUNE 12, 2025

How the Summit Works Week 1: Foundations Dive into core agent systems — architecture, memory, planning, and frameworks. Outside of work, she enjoys hiking and climbing in the Italian mountains, running, and relaxing with a good book and coffee.

Machine Learning 52

Machine Learning Machine Learning AI AI 52

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

AWS Machine Learning Blog

JANUARY 10, 2024

He has extensive experience in enterprise systems architecture and operations across several industries – particularly in Health Care and Life Science. About the authors Tom Kim is a Senior Solution Architect at AWS, where he helps his customers achieve their business objectives by developing solutions on AWS.

ML 130

ML ML AWS Machine Learning 130