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Free Download Let's Rust!
Released 11/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 64 Lessons ( 12h 40m ) | Size: 2.42 GB
A live, practical course where we will together (without lengthy theory) create a working ML product in Rust: train a model, package it, and set up a REST API for predictions, and then deploy the service in Kubernetes. The course is truly "live": the instructor does not position themselves as a die-hard Rust guru - we proceed step by step, relying on dialogue with a code assistant and focusing on the result.
Let's Rust ! ?
On November 18th, 19 brave students will join my on a LIVE ADVENTURE, Let's Rust!
It will take us 2 weeks, 4 sessions, and 12 hours of intensive coding sessions ??? to build and deploy an ML model in Rust.
What you will build
A training pipeline for the model: loading CSV, feature engineering in Polars, training, and saving the artifact.
A simple model "registry" based on Amazon S3 (uploading the artifact).
A REST API in Rust for online predictions: loading the model, processing the request, and providing the response.
Demonstration of deployment in Kubernetes (how to build, package, and launch the service).
Homepage
Code:
https://paulabartabajo.substack.com/p/building-a-nyc-taxi-data-api-with
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