Practical AI Generative models: exploration to deployment
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Oct 3, 2023 Discover the lifecycle of generative AI models, from experimentation to deployment. Delve into the rise of specialized chips enhancing AI applications and the need for local data processing to protect privacy. Explore various generative models and the essential optimization techniques for practical use. Learn about deployment options, including serverless architectures and container solutions, while navigating tools like Hugging Face's TGI. Gain practical insights to help beginners effectively experiment and collaborate in the evolving world of AI.
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Evolving AI Deployment
- Deploying and managing AI workloads has changed significantly.
- Consider how these changes affect your technical approach.
Hands-on Model Deployment
- Explore deploying models yourself, even if using third-party APIs.
- This builds intuition and helps evaluate different models.
Finding Open Models
- Find open-access models on Hugging Face, filtering by task and popularity.
- Consider licenses and community engagement like downloads and hearts.