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9 Careers You Could Go into With a Data Science Degree

Smart Data Collective

Are you interested in a career in data science? The Bureau of Labor Statistics reports that there are over 105,000 data scientists in the United States. The average data scientist earns over $108,000 a year. Data Scientist. This is the best time ever to pursue this career track. Applications Architect.

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Building Multimodal RAG Application #3: Multimodal RAG System Architecture

Towards AI

In the third article of the Building Multimodal RAG Application series, we explore the system architecture of building a multimodal retrieval-augmented generation (RAG) application. Last Updated on November 6, 2024 by Editorial Team Author(s): Youssef Hosni Originally published on Towards AI. This member-only story is on us.

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Understanding REST API: A comprehensive guide

Data Science Dojo

Layered System: REST API should be designed in a layered system architecture, where each layer has a specific role and responsibility. The layered system architecture helps to promote scalability, reliability, and flexibility. The uniform interface helps to simplify the API and promotes reusability.

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The Secret Protocol Powering GenAI Efficiency?…MCP’s Impact Might Be Bigger Than the Model Itself

Towards AI

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. Any major system architecture change should be measurable. With MCP, we can explore its effect on: Latency: How long does it take to execute a tool?

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Innovating at speed: BMW’s generative AI solution for cloud incident analysis

AWS Machine Learning Blog

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.

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Build an AI-powered document processing platform with open source NER model and LLM on Amazon SageMaker

Flipboard

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.

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Why AI Agents Are Reshaping AI: What You’ll Learn from ODSC East 2025

ODSC - Open Data Science

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.

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