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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 görüntüleme • 2 yıl önce •via X (Twitter)

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Santiago profil fotoğrafı

Santiago2 yıl önce

For those who like YouTube instead:

David Nix profil fotoğrafı

David Nix2 yıl önce

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

Santiago profil fotoğrafı

Santiago2 yıl önce

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

Moot Point, Stocks + AI profil fotoğrafı

Moot Point, Stocks + AI2 yıl önce

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

Santiago profil fotoğrafı

Santiago2 yıl önce

No

GPT.Biz profil fotoğrafı

GPT.Biz2 yıl önce

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

Nathan Morton profil fotoğrafı

Nathan Morton2 yıl önce

This was great. Thank you.

MNU profil fotoğrafı

MNU2 yıl önce

This is of great help, thanks

Adner profil fotoğrafı

Adner2 yıl önce

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

James profil fotoğrafı

James2 yıl önce

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

Benzer Videolar

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.

Santiago

555,527 görüntüleme • 2 yıl önce

I recorded a step-by-step tutorial about how to test RAG applications. It's 50 minutes, and I tried to make it as simple to understand as possible. For those of you who find these long tutorials helpful, what should I cover next?

I recorded a step-by-step tutorial about how to test RAG applications. It's 50 minutes, and I tried to make it as simple to understand as possible. For those of you who find these long tutorials helpful, what should I cover next?

Santiago

77,392 görüntüleme • 2 yıl önce

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)

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)

Avthar

34,261 görüntüleme • 1 yıl önce

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:

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:

Santiago

126,434 görüntüleme • 11 ay önce

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!

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!

Mohammed Ali, CBS, HSC

247,756 görüntüleme • 3 yıl önce

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!

Santiago

108,835 görüntüleme • 2 yıl önce

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

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

Chrystia Freeland

426,743 görüntüleme • 2 yıl önce

"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.

"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.

AmericanPapaBear™

20,862 görüntüleme • 9 ay önce

Mistral CEO Arthur Mensch on the need for open-source AI: “If you assume that the entire economy is going to run on AI systems, enterprises will just want to make sure that nobody can turn off their systems.” “If you treat intelligence as electricity, then you just want to make sure that your access to intelligence cannot be throttled.” "The only way in which you can create systems that are effectively using the folklore knowledge of your employees, the knowledge that you've accrued for decades... is to create your own models based on those open-source models." “This is a technology which is so important, that you don’t want to be locked into a single vendor.” Arthur Mensch on Big Technology Podcast

Mistral CEO Arthur Mensch on the need for open-source AI: “If you assume that the entire economy is going to run on AI systems, enterprises will just want to make sure that nobody can turn off their systems.” “If you treat intelligence as electricity, then you just want to make sure that your access to intelligence cannot be throttled.” "The only way in which you can create systems that are effectively using the folklore knowledge of your employees, the knowledge that you've accrued for decades... is to create your own models based on those open-source models." “This is a technology which is so important, that you don’t want to be locked into a single vendor.” Arthur Mensch on Big Technology Podcast

a16z

288,194 görüntüleme • 7 ay önce

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?

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?

Rick D

76,457 görüntüleme • 4 ay önce

If you could only learn one thing that will be relevant for the next 10-20 years, focus on learning how to deal with data. The future is not about faster hardware, smarter algorithms, or better ideas. The future is about DATA, and those who know how to deal with it will stay relevant much longer than anyone else. I recorded a video to show you how easy it is to get started. In the video, I'm using Kestra. For a long time, I was a fan of AirFlow. Then, I moved to AWS Step Functions. Today, I only use Kestra. Kestra is open-source (repo link below) and kind enough to sponsor my work. The video will show you how easy it is to do the following: 1. Run Kestra locally (literally, one command) 2. Build a simple flow 3. Run Python scripts as part of your flow 4. Connect to HuggingFace models If you have never built a data pipeline, open Kestra's Quick Start Guide and follow their examples. (I think it will take you one weekend to feel comfortable with the application and build the courage you need to get into more serious work.)

If you could only learn one thing that will be relevant for the next 10-20 years, focus on learning how to deal with data. The future is not about faster hardware, smarter algorithms, or better ideas. The future is about DATA, and those who know how to deal with it will stay relevant much longer than anyone else. I recorded a video to show you how easy it is to get started. In the video, I'm using Kestra. For a long time, I was a fan of AirFlow. Then, I moved to AWS Step Functions. Today, I only use Kestra. Kestra is open-source (repo link below) and kind enough to sponsor my work. The video will show you how easy it is to do the following: 1. Run Kestra locally (literally, one command) 2. Build a simple flow 3. Run Python scripts as part of your flow 4. Connect to HuggingFace models If you have never built a data pipeline, open Kestra's Quick Start Guide and follow their examples. (I think it will take you one weekend to feel comfortable with the application and build the courage you need to get into more serious work.)

Santiago

51,012 görüntüleme • 1 yıl önce

Run state-of-the-art RAG applications locally on your computer with ollama and use all the fantastic open-source models like llama3, msk's awesome models, or Command R from Cohere With Verba 1.0, we put it all in your hands 🙌 Get on board for a wild open-source ride, we're bridging any moat as open-source is here to win

Run state-of-the-art RAG applications locally on your computer with ollama and use all the fantastic open-source models like llama3, msk's awesome models, or Command R from Cohere With Verba 1.0, we put it all in your hands 🙌 Get on board for a wild open-source ride, we're bridging any moat as open-source is here to win

Philip Vollet

41,450 görüntüleme • 2 yıl önce

Python is the best language in the world. Today, you can build AI and data applications using Python alone! No HTML or JavaScript necessary. Take a look at Taipy, an open-source Python library to build end-to-end production applications. Star their repository: I recorded a quick video showing how to build a simple chat interface to talk to OpenAI GPT-3.5 using Taipy alone. Something important to keep in mind: Taipy's goal is not to replace web developers but to provide an alternative to those who need to build applications without web experience. If you are a data scientist or someone dealing with data, Taipy will simplify your life considerably. Thanks to the team behind Taipy for collaborating with me on this post. Here is a link to the full demo. Download this code and run it. It takes 30 seconds:

Python is the best language in the world. Today, you can build AI and data applications using Python alone! No HTML or JavaScript necessary. Take a look at Taipy, an open-source Python library to build end-to-end production applications. Star their repository: I recorded a quick video showing how to build a simple chat interface to talk to OpenAI GPT-3.5 using Taipy alone. Something important to keep in mind: Taipy's goal is not to replace web developers but to provide an alternative to those who need to build applications without web experience. If you are a data scientist or someone dealing with data, Taipy will simplify your life considerably. Thanks to the team behind Taipy for collaborating with me on this post. Here is a link to the full demo. Download this code and run it. It takes 30 seconds:

Santiago

359,020 görüntüleme • 2 yıl önce

Forget about HTML, JavaScript, and CSS. You can build AI and data applications using Python alone! Python is the best programming language out there. You can now use it across the stack. Take a look at Taipy, an open-source Python library to build end-to-end production applications. Star their repository: I recorded a quick video showing how to build a simple chat interface to talk to OpenAI GPT-3.5 using Taipy alone. Something important to keep in mind: Taipy's goal is not to replace web developers but to provide an alternative to those who need to build applications without web experience. If you are a data scientist or someone dealing with data, Taipy will simplify your life considerably. Thanks to the team behind Taipy for collaborating with me on this post. Here is a link to the full demo. Download this code and run it. It takes 30 seconds:

Forget about HTML, JavaScript, and CSS. You can build AI and data applications using Python alone! Python is the best programming language out there. You can now use it across the stack. Take a look at Taipy, an open-source Python library to build end-to-end production applications. Star their repository: I recorded a quick video showing how to build a simple chat interface to talk to OpenAI GPT-3.5 using Taipy alone. Something important to keep in mind: Taipy's goal is not to replace web developers but to provide an alternative to those who need to build applications without web experience. If you are a data scientist or someone dealing with data, Taipy will simplify your life considerably. Thanks to the team behind Taipy for collaborating with me on this post. Here is a link to the full demo. Download this code and run it. It takes 30 seconds:

Santiago

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📊Excel Beginner's Guide Course 2026 This Tutorial Microsoft Excel 2Hours Beginner course is designed to help you build confidence using Excel step-by-step.

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Tips Excel

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This is Eliza The fastest, most powerful, most consumer friendly, most open source agent you’ve ever used Coming to iPhone, Android, browser, desktop and as a full operating system on funky devices like this one (LightPhone 3) You can get this from our GitHub right now, and in app stores everywhere very soon By the way, we’re raising and we’re looking for passionate builders who want to make sure the future is private, in our hands, open source and owned by us

This is Eliza The fastest, most powerful, most consumer friendly, most open source agent you’ve ever used Coming to iPhone, Android, browser, desktop and as a full operating system on funky devices like this one (LightPhone 3) You can get this from our GitHub right now, and in app stores everywhere very soon By the way, we’re raising and we’re looking for passionate builders who want to make sure the future is private, in our hands, open source and owned by us

Shaw (spirit/acc)

62,443 görüntüleme • 26 gün önce

This is how a true Yoruba should think of preservation. Those who want to be second hand slaves to IBOS who we rescued from barbarism should be saying rubbish like "I am Yoruba but" you are a bas-tard in Yorubaland. Real Yoruba are conservative, they preserve their heritage

This is how a true Yoruba should think of preservation. Those who want to be second hand slaves to IBOS who we rescued from barbarism should be saying rubbish like "I am Yoruba but" you are a bas-tard in Yorubaland. Real Yoruba are conservative, they preserve their heritage

Awarawa

142,414 görüntüleme • 2 yıl önce