# expert-support-program

Published articles for expert-support-program.

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## Investing in Performance: Fine-tune small models with LLM insights - a CFM case study

DevFeed: [Investing in Performance: Fine-tune small models with LLM insights - a CFM case study](<https://devfeed.tech/articles/investing-in-performance-fine-tune-small-models-with-llm-insights-a-cfm-case-study-7139.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/cfm-case-study>)

Author: Oussama Ahouzi; champonnois; Jérémy L'Hour; Pirashanth Ratnamogan; Bérengère Patault; Morgane Goibert

Published: 2024-12-03T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [inference-endpoints](<https://devfeed.tech/topics/inference-endpoints.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [argilla](<https://devfeed.tech/topics/argilla.md>), [llama](<https://devfeed.tech/topics/llama.md>), [datasets](<https://devfeed.tech/topics/datasets.md>), [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>), [Finance](<https://devfeed.tech/topics/finance.md>), [Meta](<https://devfeed.tech/topics/meta.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Scalability](<https://devfeed.tech/topics/scalability.md>)

Tags: [argilla](<https://devfeed.tech/tags/argilla.md>), [case-studies](<https://devfeed.tech/tags/case-studies.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [expert-support](<https://devfeed.tech/tags/expert-support.md>), [expert-support-program](<https://devfeed.tech/tags/expert-support-program.md>), [financial-applications](<https://devfeed.tech/tags/financial-applications.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [inference-endpoints](<https://devfeed.tech/tags/inference-endpoints.md>), [llm](<https://devfeed.tech/tags/llm.md>), [models](<https://devfeed.tech/tags/models.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [scalability](<https://devfeed.tech/tags/scalability.md>)

### AI overview

A case study of Capital Fund Management's use of open-source LLMs to improve financial named entity recognition. It covers LLM-assisted labeling, fine-tuning smaller models with curated datasets, and deployment on Hugging Face Inference Endpoints to balance accuracy, cost, and scalability.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## Expert Support case study: Bolstering a RAG app with LLM-as-a-Judge

DevFeed: [Expert Support case study: Bolstering a RAG app with LLM-as-a-Judge](<https://devfeed.tech/articles/expert-support-case-study-bolstering-a-rag-app-with-llm-as-a-judge-7171.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/digital-green-llm-judge>)

Author: Vineet Singh; Rajsekar Manokaran; Aymeric Roucher

Published: 2024-10-28T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [AI Chat](<https://devfeed.tech/topics/ai-chat.md>), [gaia](<https://devfeed.tech/topics/gaia.md>)

Tags: [case-studies](<https://devfeed.tech/tags/case-studies.md>), [case-study](<https://devfeed.tech/tags/case-study.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [expert-support](<https://devfeed.tech/tags/expert-support.md>), [expert-support-program](<https://devfeed.tech/tags/expert-support-program.md>), [gaia](<https://devfeed.tech/tags/gaia.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [llm](<https://devfeed.tech/tags/llm.md>), [rag](<https://devfeed.tech/tags/rag.md>), [use-cases](<https://devfeed.tech/tags/use-cases.md>)

### AI overview

This case study describes Digital Green's Farmer.chat, a Retrieval-Augmented Generation chatbot that uses large language models and curated agricultural research to provide personalized, reliable advice to smallholder farmers and agricultural extension workers. It also explains the development of an LLM-as-a-judge evaluation suite to assess the system across languages, regions, crops, and use cases.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## Ryght's Journey to Empower Healthcare and Life Sciences with Expert Support from Hugging Face

DevFeed: [Ryght's Journey to Empower Healthcare and Life Sciences with Expert Support from Hugging Face](<https://devfeed.tech/articles/ryght-s-journey-to-empower-healthcare-and-life-sciences-with-expert-support-from-hugging-face-7461.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/ryght-case-study>)

Author: Andrew Reed; Johnny Crupi

Published: 2024-04-16T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>), [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [tgi](<https://devfeed.tech/topics/tgi.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [Embeddings](<https://devfeed.tech/topics/embeddings.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [ai-platform](<https://devfeed.tech/tags/ai-platform.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [case-studies](<https://devfeed.tech/tags/case-studies.md>), [embeddings](<https://devfeed.tech/tags/embeddings.md>), [expert-support](<https://devfeed.tech/tags/expert-support.md>), [expert-support-program](<https://devfeed.tech/tags/expert-support-program.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [healthcare](<https://devfeed.tech/tags/healthcare.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [partnership](<https://devfeed.tech/tags/partnership.md>), [saas](<https://devfeed.tech/tags/saas.md>), [tgi](<https://devfeed.tech/tags/tgi.md>)

### AI overview

Ryght launched Ryght Preview, an enterprise-grade generative AI SaaS platform for healthcare and life sciences. The platform provides industry-specific AI copilots and custom solutions for analyzing and documenting complex data sources. Hugging Face supports the company through its Expert Support Program, including advisory meetings, technical workshops, and access to Text Generation Inference (TGI) and Text Embeddings Inference (TEI) services.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.