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Here is a 50-minute tutorial for those who want to build their first RAG application using open-source models. This is very beginner-friendly. As long as you are comfortable with Python, you should be able to get a ton from this.

Santiago

452,904 subscribers

143,563 просмотров • 2 лет назад •via X (Twitter)

Образование Наука и технологии Искусство

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Комментарии: 10

Фото профиля Santiago

Santiago2 лет назад

For those who like YouTube instead:

Фото профиля David Nix

David Nix2 лет назад

I'm comfortable with Python until I have to install the dependencies and virtual env hell.

Фото профиля Santiago

Santiago2 лет назад

$ python3 -m venv .venv $ source .venv/bin/activate $ pip install your-stuff

Фото профиля Moot Point, Stocks + AI

Moot Point, Stocks + AI2 лет назад

Great effort. But this needs to be a 5 min video. This is way too long and inefficient.

Фото профиля Santiago

Santiago2 лет назад

No

Фото профиля GPT.Biz

GPT.Biz2 лет назад

This tutorial looks super helpful for learning RAG with Python, a great way to start building your own applications

Фото профиля Nathan Morton

Nathan Morton2 лет назад

This was great. Thank you.

Фото профиля MNU

MNU2 лет назад

This is of great help, thanks

Фото профиля Adner

Adner2 лет назад

What about RAG with gpt or claude or grok? While I like open source models I would prefer somebody else running them for me

Фото профиля James

James2 лет назад

Every time I log into Twitter I'm excited to see what else you have put out! We appreciate it!

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I recorded a full tutorial on how to build a RAG application using open-source models. It's almost 1 hour. Step by step. I explained everything as if you were 5 years old.

I recorded a full tutorial on how to build a RAG application using open-source models. It's almost 1 hour. Step by step. I explained everything as if you were 5 years old.

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Santiago

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The future of AI is open-source. And ollama is the easiest way to build AI applications with open-source LLMs. Here's how to build a free, private RAG app using open-source tools. We'll use: - Ollama for LLMs and embedding models - PostgreSQL for data storage and retrieval - pgai Vectorizer for embedding creation and sync (I use Nomic for embeddings and tinnyllama as my LLM but you can substitute them for any models on Ollama)

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Knowledge graphs for representing information are unbeatable. After this, you will never build a RAG system without knowledge graphs. It will take you five lines of code to build a knowledge graph with your data. I recorded a video to show you how you can do this. I used Cognee, an open-source library that outperforms any basic vector search approach in terms of retrieval relevance. They are collaborating with me on this post. Cognee is: • Easy to use • Reduces hallucinations • Open-source Here is a link to the repository: They also offer a comprehensive platform and UI with Python notebooks you can utilize to manage your data. Here is the link:

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Santiago

126,434 просмотров • 11 месяцев назад

There is no way we are going to allow LGBTQ- to be registered as NGO neither do their thing here. Those who support them should accommodate them in their own countries. Supreme Court you are very wrong on this one!

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Mohammed Ali, CBS, HSC

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Building with AI gets easier every day. Here is an open-source library that makes integrating AI into an application extremely easy: Star the repository! This library alone can make React the best front-end framework out there! There are a bunch of cool things I like about CopilotKit. Here are 3 of them: 1. It allows you to take any -powered agent and bring it into your application. (This is a brand-new feature!) 2. You can build an AI-powered chatbot in your application. The chatbot will have access to your context and can act on the application. 3. You can build a RAG workflow to process and answer questions from a real-time knowledge base. I recorded a video to show you how simple it is to make some of this happen. A few lines of code, and you are in business. Here is a link to the sample application: CopilotKit is open-source. You can self-host it. You can use it with any LLM. Thanks to the team for showing me their tool and collaborating with me on this post!

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You should be able to buy a home if you want and this is how we’re making it easier for you to own a home: ✅30-year mortgages for first time buyers purchasing a new build ✅First Home Savings Account ✅increasing withdrawal from RRSP to $60,000

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"So now that the government is back open, this should be a lesson, or a warning." "You should probably get your sh*t together." "By now 2 things should be clear to you. First, the government doesn't care about your dependency to feed your children, and that the Republicans want to get away from government assistance altogether." BASED. The more you rely on the government, the less free you are. It is as simple as that.

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AmericanPapaBear™

20,862 просмотров • 9 месяцев назад

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a16z

288,194 просмотров • 7 месяцев назад

Lets get some opinions here for those who do deliveries, and from those who use the apps to order their groceries. If you order food for someone else to shop for, and deliver to your home, should you tip? And when they arrive, if it is a very large order as shown, would you help unload if you don't tip?

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Rick D

76,457 просмотров • 4 месяцев назад

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