Implantação de Modelos Jobs

I’m building a prototype that relies on Hugging Face’s models, and I need a clear, recorded walkthrough that shows—step by step—how to take a pre-trained model and put it into production. The focus is deployment, not training, so please cover the process from selecting a model on the Hub through exposing it as an accessible API via Hugging Face Inference Endpoints or Spaces. Because I learn best by doing, the core of the tutorial should be an interactive demo: a live notebook or lightweight web app that I can spin up, tweak, and extend. As you record the session, narrate what you’re doing and why—showing the essential commands, environment setup, and any common pitfalls. By the end, I should be able to hit an endpoint from a simple front-end snippet a...

I’m moving the Dynamo initiative at Handshake AI into its next phase and I need a seasoned Python developer to write production-ready machine-learning algorithms that slot straight into our existing codebase. The heavy lifting is pure code development—no data wrangling or system plumbing—so I expect clean, well-documented Python modules that import neatly and respect our current project structure. You’ll work against the latest commit in our private Git repo, build out the ML logic we’ve specced (classification and ranking models to start), and deliver passing unit tests so the CI pipeline stays green. Feel free to lean on scikit-learn, PyTorch, or TensorFlow if they keep things elegant and maintainable; the end goal is fast, accurate models that can be calle...

## Project Overview We are looking to develop a complete **EMI Locker & Device Management Platform** for mobile retailers who sell smartphones on EMI. The platform will allow retailers to sell mobile phones through EMI plans and manage customer devices. If a customer fails to make EMI payments, the retailer should be able to remotely restrict, lock, and manage the customer's device based on predefined rules. The system will include: 1. **Customer Device Locker App (Android)** 2. **Retailer Dashboard (Web/Mobile Panel)** 3. **Super Admin Panel** 4. **Backend API & Database** 5. **License Key Management System** The solution should be secure, scalable, and designed to support thousands of retailers and customer devices. --- # System Workflow The complete relationship flo...