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How to Fine-Tune SmolVLM2 - Convert Documents into JSON

Roboflow via YouTube

Overview

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Learn to transform paper documents like invoices and shipping manifests into structured JSON format using a fine-tuned SmolVLM2 vision model in this 22-minute tutorial. Discover the fundamentals of SmolVLM2 and multimodal models before diving into practical implementation. Create and configure a new project, then master dataset preparation techniques including upload, organization, and labeling processes. Train your SmolVLM model using cloud-based resources and deploy a complete document processing application. Test your application's ability to read invoices and extract text data into JSON format, then optimize performance through pre-classification techniques. Access hands-on resources including a ready-to-use dataset and comprehensive blog article to reinforce your learning and apply these document digitization skills to your own projects.

Syllabus

00:00 Intro - Turn Paper Documents Into JSON?
00:27 Understanding SmolVLM2 & Multimodal Models
03:01 Creating and Configuring a New Project
04:36 Dataset Upload, Preparation, and Labeling
07:12 Training the SmolVLM Model in the Cloud
10:19 Deploying, Building, and Testing the Document Processing App
16:06 Optimizing with Pre-Classification

Taught by

Roboflow

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