barun-saha / slide-deck-ai

Co-create a PowerPoint presentation with Generative AI
https://huggingface.co/spaces/barunsaha/slide-deck-ai
MIT License
45 stars 6 forks source link
generative-ai hackathon langchain large-language-models mistral-7b mistral-7b-instruct powerpoint-presentations streamlit

title: SlideDeck AI emoji: 🏢 colorFrom: yellow colorTo: green sdk: streamlit sdk_version: 1.32.2 app_file: app.py pinned: false license: mit

SlideDeck AI

We spend a lot of time on creating the slides and organizing our thoughts for any presentation. With SlideDeck AI, co-create slide decks on any topic with Generative Artificial Intelligence. Describe your topic and let SlideDeck AI generate a PowerPoint slide deck for you—it's as simple as that!

SlideDeck AI is powered by Mistral-Nemo-Instruct-2407. Originally, it was built using the Llama 2 API provided by Clarifai.

Update (v4.0): Legacy SlideDeck AI allowed one-shot generation of a slide deck based on the inputs. In contrast, SlideDeck AI Reloaded enables an iterative workflow with a conversational interface, where you can create and improve the presentation.

Process

SlideDeck AI works in the following way:

  1. Given a topic description, it uses Mistral Nemo Instruct to generate the initial content of the slides. The output is generated as structured JSON data based on a pre-defined schema.
  2. Next, it uses the keywords from the JSON output to search and download a few images with a certain probability.
  3. Subsequently, it uses the python-pptx library to generate the slides, based on the JSON data from the previous step. A user can choose from a set of three pre-defined presentation templates.
  4. At this stage onward, a user can provide additional instructions to refine the content. For example, one can ask to add another slide or modify an existing slide. A history of instructions is maintained.
  5. Every time SlideDeck AI generates a PowerPoint presentation, a download button is provided. Clicking on the button will download the file.

Icons

SlideDeck AI uses a subset of icons from bootstrap-icons-1.11.3 (MIT license) in the slides. A few icons from SVG Repo (CC0, MIT, and Apache licenses) are also used.

Known Issues

The following is not an issue but might appear as a strange behavior:

Local Development

SlideDeck AI uses Mistral-Nemo-Instruct-2407 via the Hugging Face Inference API. To run this project by yourself, you need to provide the HUGGINGFACEHUB_API_TOKEN API key, for example, in a .env file. For image search, the PEXEL_API_KEY should be added. Visit the respective websites to obtain the keys.

Live Demo

Award

SlideDeck AI has won the 3rd Place in the Llama 2 Hackathon with Clarifai in 2023.