NEW HuggingFace Assistants: Create Powerful Agents! Alternative to Custom GPTs (FREE)

WorldofAI
10 Feb 202411:39

TLDRThe video introduces Hugging Face's new feature, Assistant, which allows users to create and customize their own GPT models for free, leveraging open-source options. It highlights the ease of creating a landing page with the tool and emphasizes the platform's potential for future enhancements, such as adding RAG and web search capabilities. The video also showcases the process of creating a coding assistant and its ability to fix bugs in scripts, demonstrating the practical applications of this technology.

Takeaways

  • 🚀 OpenAI's Dev Day in 2023 introduced Custom GPTs, allowing users to create and customize chatbots for specific use cases without coding knowledge.
  • 💡 Custom GPTs can be used for personal or company internal use and can be shared with others, but access requires a paid subscription like ChatGPT Plus.
  • 🎁 Hugging Face recently introduced an alternative to Custom GPTs called Hugging Face Assistant, which is completely free and offers similar functionality.
  • 🤖 Hugging Face Assistant leverages open-source models, providing more flexibility and a range of options not available with OpenAI's Custom GPTs.
  • 🌐 Users can create custom GPTs by selecting models like Mixol Llama 2 and Open Chat, which are free within Hugging Face, unlike with OpenAI.
  • 🔧 Hugging Face Assistant allows for the creation of public or private chatbots with customizable names, system prompts, and even custom images or start messages.
  • 📈 The script highlights Patreon's role in providing free subscriptions to AI tools, networking, and collaboration opportunities within the community.
  • 🛠️ An example is given where Hugging Face Assistant is used to generate code for a landing page, showcasing its practical applications in web development.
  • 🔍 Future updates to Hugging Face Assistant include the addition of RAG (Retrieval-Augmented Generation) for uploading and processing various file types and web searching capabilities.
  • 📊 The script emphasizes the potential of function calling, which would allow users to define custom functions and REST endpoints for more advanced integration and task execution.
  • 🎥 The video script serves as a guide for users interested in exploring and utilizing Hugging Face Assistant for their AI needs, providing links and resources for further engagement.

Q & A

  • What significant announcement was made by Open AI on November 6th, 2023?

    -Open AI announced the release of custom GPTs during their Dev day on November 6th, 2023. This allowed users to create and customize chat GPTs for specific use cases, essentially making their own assistants to carry out tasks without any coding required.

  • What was the limitation for users wanting to access the custom GPT feature from Open AI?

    -Access to the custom GPT feature from Open AI required users to have a ChatGPT Plus subscription, which was a barrier for many who did not have the funds to use it.

  • How did Hugging Face address the limitations of Open AI's custom GPT?

    -Hugging Face introduced an alternative to Open AI's custom GPT that is completely free and very similar in functionality. This allowed users to create their own custom GPTs without the financial constraints of the ChatGPT Plus subscription.

  • What are some benefits provided to Patreon subscribers in relation to AI tools?

    -Patreon subscribers were given access to six paid AI tool subscriptions for free. They also gained the ability for consulting, networking, and collaborating with the community and the creator. Subscribers also received daily AI news, resources, giveaways, and more.

  • How does the GPT Designer website aid in creating a landing page?

    -The GPT Designer website allows users to interact with a custom GPT created with Hugging Face assistance. By asking the GPT to create a landing page for a consulting business, the GPT generates the necessary code, which can then be copied and implemented on a platform like Tailwind to produce the full landing page.

  • What differentiates Hugging Face's custom GPT from Open AI's custom GPT model?

    -Hugging Face's custom GPT allows users to select models like Mixol Llama 2 Open Chat, which are completely free within Hugging Face, and create custom GPTs allocated to those open-source models. This offers more flexibility than Open AI's custom GPTs, which are limited to using Open AI models.

  • What upcoming features for custom GPTs are expected from Hugging Face?

    -Hugging Face plans to add the ability to incorporate RAG (Retrieval-Augmented Generation) within custom GPTs, enable web searching capabilities, and generate assistant thumbnails with AI. These features aim to enhance the functionality and usability of the custom GPTs.

  • How can users access Hugging Face's assistance feature?

    -To access Hugging Face's assistance feature, users need to visit the Hugging Face documentation website for chat assistants. From there, they can select from different available options or create a new assistant by choosing a base model and customizing it according to their needs.

  • What are some of the models available for creating an assistant with Hugging Face?

    -Some of the models available for creating an assistant with Hugging Face include Open Chat, Mol 7B, Code Llama, News Hermes, Mixol Llama 2, and Mixol. These models cover a range of functionalities and can be used to create assistants tailored to specific tasks or domains.

  • How can users customize the system prompt for their Hugging Face assistant?

    -Users can customize the system prompt for their Hugging Face assistant by providing a description of the assistant's capabilities and setting a welcoming and clear prompt that encourages user engagement and interaction. This can be done during the creation of a new assistant or edited later in the assistant's settings.

  • What is an example of a task a Hugging Face coding assistant could perform?

    -A Hugging Face coding assistant could help with tasks such as fixing bugs in a Python script, providing guidance on coding, debugging, or learning resources for programming languages like Python, JavaScript, C++, and HTML.

Outlines

00:00

🚀 Introduction to Custom GPTs and Hugging Face Assistants

The paragraph discusses the announcement of custom GPTs at Open AI's Dev Day on November 6th, 2023, which allows users to create and customize chat GPTs for specific use cases. It highlights the initial limitation of requiring a paid subscription to access this feature, which led to Hugging Face introducing a free alternative. The speaker also mentions partnerships with big companies to provide free subscriptions to AI tools, emphasizing the benefits of being a patron, such as access to paid subscriptions, networking, and daily AI news. The paragraph concludes with a demonstration of using Hugging Face's GPT Designer to create a landing page for a consulting business.

05:01

🌟 Future Updates and Features of Hugging Face Assistance

This paragraph talks about upcoming features for Hugging Face's custom GPTs, such as the ability to add RAG (Retrieval-Augmented Generation) and web searching capabilities. It also mentions the potential for generating assistant thumbnails with AI. The speaker emphasizes the free nature of these tools and the blog post's mention of future additions like function calling and REST endpoint configuration. The paragraph also discusses the possibility of uploading various file types for better Vector database integration and the potential advantages over Open AI's custom GPTs.

10:02

🛠️ How to Access and Create Hugging Face Assistants

The final paragraph provides instructions on how to access and create Hugging Face assistants. It explains that users can visit the Hugging Face documentation website to select from existing community-created assistants or create a new one by choosing a base model. The speaker demonstrates creating a 'World of AI Coding Assistant' with a focus on helping with programming languages like Python, JavaScript, C++, and HTML. The paragraph ends with a live interaction with the newly created assistant, showcasing its ability to fix a bug in a script.

Mindmap

Keywords

💡Dev day

Dev day is an event where developers gather to learn about new technologies, products, and tools. In the context of the video, it refers to an event held by Open AI on November 6th, 2023, where they announced the latest release of their products, including custom GPTs.

💡Custom GPTs

Custom GPTs refer to the ability to create and customize chat GPT models for specific use cases, acting as personal assistants that can carry out tasks. These are designed to be user-friendly, requiring no coding knowledge to build and can be used internally or shared with others.

💡Hugging Face

Hugging Face is an open-source platform for AI models, including natural language processing. In the video, it is mentioned as an alternative to Open AI's custom GPTs, offering a free option for users to create their own AI assistants with similar capabilities.

💡AI tools

AI tools are software applications that utilize artificial intelligence to perform tasks, analyze data, or enhance user experience. In the video, it is mentioned that certain partnerships have provided free subscriptions to these tools, which can streamline business growth and improve efficiency.

💡Patreon

Patreon is a platform that allows creators to receive financial support from their fans or patrons, usually in exchange for exclusive content or perks. In the video, the creator mentions that Patreon supporters gain access to paid AI tool subscriptions and other benefits.

💡GPT Designer

GPT Designer is a website mentioned in the video that assists users in creating a custom GPT by laying out the necessary components for tasks such as generating code for a landing page. It exemplifies the ease of use and accessibility of AI tools for non-technical users.

💡Tailwind

Tailwind is a utility-first CSS framework for rapidly building custom user interfaces. In the context of the video, it is used as a platform where the user places the code generated by the custom GPT to create a full landing page.

💡Open source models

Open source models refer to AI models that are publicly available and can be freely used, modified, and shared. In the video, Hugging Face's custom GPTs leverage open source models, providing users with more flexibility and options compared to proprietary models.

💡Function calling

Function calling in the context of the video refers to the potential future feature that would allow users to define custom functions and corresponding REST endpoints for the AI assistants. This would enable the AI to execute functions based on user requests, enhancing the integration of AI into various systems.

💡RAG

RAG, or Retrieval-Augmented Generation, is a machine learning technique that combines the ability to retrieve relevant information with the generation of new content. In the video, it is mentioned as an upcoming feature for custom GPTs that would allow users to upload different file types for the AI to process and integrate into its responses.

💡Vector databases

Vector databases are a type of database that stores and manages vector representations of data, which can be used for efficient similarity searches and machine learning tasks. In the context of the video, RAG would chunk files into different vector databases to improve the functionality of AI assistants when working with diverse data.

Highlights

On November 6th, 2023, Open AI hosted Dev Day and announced the release of custom GPTs, allowing users to create and customize chat GPT for specific use cases without any coding needed.

Custom GPTs can be used for personal or company internal use and can be shared with others, but access requires a paid subscription to Open AI's Chat Plus.

Hugging Face introduced an alternative to custom GPT from Open AI, which is completely free and offers similar functionality.

Hugging Face's alternative is called Hugging Face Assistant, and it allows users to create their own custom GPT as a personal assistant.

Through partnerships with big companies, users can gain access to AI tools that streamline business growth and improve efficiency, with some subscriptions being offered for free.

By using the GPT Designer website, users can quickly generate a landing page for their business with a custom GPT created with Hugging Face assistance.

Hugging Face offers a range of models to choose from, including open-source models, providing more flexibility than Open AI's custom GPTs.

Hugging Face allows users to select models like Mixol Llama 2 and open chat, which are free within Hugging Face and cannot be done with Open AI's models.

The Hugging Face assistance platform enables users to create and share different prompts and work on creating their own custom GPT by selecting their own model and setting a system prompt.

Hugging Face's custom GPTs can leverage open-source models, providing a unique advantage over Open AI's custom GPTs.

Upcoming features for Hugging Face's custom GPTs include the ability to add RAG (Retrieval-Augmented Generation), web searching capabilities, and AI-generated assistant thumbnails.

The function calling feature will allow users to define custom functions and corresponding REST endpoints, enabling seamless integration into existing systems.

Hugging Face's platform is completely free, offering more options and flexibility compared to Open AI's custom GPTs.

To access Hugging Face's custom GPTs, users can visit the Hugging Face documentation and select from various options or create a new assistant with a chosen base model.

Users can create their own assistants tailored to specific needs, such as a coding assistant for languages like Python, JavaScript, C++, and HTML.

The platform allows users to provide instructions to the assistant, ensuring a welcoming prompt and clear indication of the bot's capabilities.

Once created, users can interact with their custom GPT assistants, seeking guidance, asking questions, or requesting assistance with tasks related to the set capabilities.