ai and deep learning

ai and deep learning Community

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Andrew Taylor
Asked on 22-05-2025

Does RAG completely eliminate the need to fine-tune LLMs

We are planning our infrastructure budget for a new conversational AI engine. Since implementing a RAG pipeline is faster, does it completely eliminate the need to our open-source models? We want to a...
AI and Deep Learning
9013 views
votes
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Scott Peterson
Asked on 20-05-2025

Can AI software engineers like Devin fully replace DevOps roles in 2026?

We’ve seen the rise of "AI Software Engineers" that can browse the web, fix bugs, and deploy code. In a DevOps context, could these tools eventually manage CI/CD pipelines and cloud in...
AI and Deep Learning
13227 views
votes
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Kimberly Scott
Asked on 15-05-2025

What is the best roadmap for beginners to understand generative AI models from scratch?

I am completely new to the field and keep hearing about things like ChatGPT and Midjourney. Can someone explain what exactly generative AI models are in simple terms? I want to know the core differenc...
AI and Deep Learning
15628 views
votes
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Sean Roberts
Asked on 15-05-2025

Why AI and Deep Learning startups are choosing OpenDevin over proprietary agents?

We are a small AI startup and we need to move fast. Is OpenDevin the future of AI software engineers for building the "plumbing" of our AI-native apps? We need to connect vector DBs, handle ...
AI and Deep Learning
14314 views
votes
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Thomas Miller
Asked on 14-05-2025

Is LlamaIndex actually replacing LangChain for production-grade, data-heavy AI applications?

I’ve been hearing a lot of buzz lately about LlamaIndex being the go-to for Retrieval-Augmented Generation (RAG). In my current project, we are dealing with massive datasets and need high-speed ...
AI and Deep Learning
14349 views
votes
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Caroline Miller
Asked on 14-05-2025

Is your organization seeing a real ROI from AI tools or is it just corporate hype right now?

I've noticed many teams adopting AI and Deep Learning solutions rapidly, but I'm skeptical about the actual output. Are companies overusing AI tools without real productivity gains? It feels l...
AI and Deep Learning
14457 views
votes
KI
Kimberly Lawson
Asked on 14-05-2025

Is Guidance better than prompt engineering for consistent LLM outputs in production?

I have been spending weeks refining system instructions for our healthcare bot, but the results remain unpredictable. I recently stumbled upon the concept of Guidance for controlling model vocabulary ...
AI and Deep Learning
14406 views
votes
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Michael Henderson
Asked on 14-05-2025

Is AI actually replacing jobs in the US or just changing roles for the future?

With the rapid rise of Generative AI, many in the US are worried about job security. Is it true that AI and Deep Learning are primarily being used to automate human roles out of existence, or are we s...
AI and Deep Learning
12681 views
votes
MI
Michael Henderson
Asked on 14-05-2025

Is Hugging Face still the undisputed king for NLP and Deep Learning in 2025?

I’ve been heavily reliant on the Transformers library for most of my AI and Deep Learning projects, but I’m starting to wonder about the overhead. As we move deeper into 2024, do you reall...
AI and Deep Learning
12832 views
votes
MI
Michael Henderson
Asked on 14-05-2025

How can I optimize vLLM throughput for serving Llama 3.1 70B on a multi-GPU setup?

I am setting up a production environment for a high-traffic AI application. I’ve decided to use vLLM because of its PagedAttention algorithm, but I’m struggling to find the optimal tensor-...
AI and Deep Learning
15596 views
votes

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