Imagine you're interested in trying out new recipes from different cultures (AI tasks). But instead of countless cookbooks (machine learning models), you have a platform to find and share them (Hugging Face). These recipes can be complex, and you might need special tools (Ollama) to follow them in your own kitchen (local machine). To cook faster, you could use a powerful oven (DirectML), but it requires the recipes to be in a specific format (ONNX) for best results.
In the world of AI, these tools and formats help us work with machine learning models:
- Hugging Face: A treasure trove of pre-trained models for various tasks like text generation, translation, or image classification. You can find recipes (models) for many cuisines (tasks)!
- Ollama: A tool to run these models on your computer. It acts like your kitchen appliance, helping you use the model's capabilities for specific dishes (inferences).
- DirectML: Imagine a high-tech oven that speeds up cooking (inference) by using your computer's graphics card (GPU). But similar to a specific oven format, DirectML requires recipes (models) to be in a particular format (ONNX) to work best.
- ONNX: A universal recipe format for AI models. It allows different tools (kitchen appliances) to understand the recipe (model) and potentially use accelerators (ovens) for faster cooking (inference).
Here's how they work together:
- Find your recipe: Explore Hugging Face to discover models (recipes) for your AI task (cuisine).
- Prepare the kitchen: Download the model and use Ollama to set it up for running on your machine.
- Speed things up (optional): Convert the model to the ONNX format for potential acceleration with DirectML.
- Cook up some AI!: Use Ollama to run the model (cook the dish) and get predictions or complete tasks based on the model's expertise.
- Ollama focuses on running large language models (LLMs) used for tasks involving text, while DirectML can accelerate various machine learning models.
- Ollama can work with frameworks that leverage DirectML for a performance boost.
- ONNX is the common language for models to run on different tools efficiently.
With these tools and formats, you've got a basic toolkit for exploring the exciting world of AI!
Cyber Security Enthusiast | CIO | Head of IT | Lecturer | ICT Project Consultant
5 个月Interesting!
Doctoral Candidate | C-Suite Professional in Business & Finance | Researcher | Learner ????????
5 个月Well explained, even a non IT person can understand. Thank you.
Please feel free to talk to me if you need a different perspective. I will empower you with AI, guide you in leading digital transformation, and integrate HR with business.
5 个月Good conceptual explanation Wasantha
Supplier Engineer
5 个月Keep up the good work. Very useful Article