Tutorials

Tutorials#

Explore the growing collection of ready-to-use configurations for state-of-the-art models and training workflows:

Tutorial

Description

Links

🎯 Getting Started: A Tour

Comprehensive overview of Oumi’s architecture and core capabilities

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Model Training & Finetuning

🔧 Model Finetuning Guide

Step-by-step guide to efficient model finetuning techniques

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🖼️ Oumi Multimodal

Step-by-step guide to finetuning vision-language models

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📚 Model Distillation

Guide to distilling large models into smaller, efficient ones

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Deployment & Infrastructure

🔄 vLLM Inference Engine

High-performance inference using vLLM

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☁️ Remote Training

Guide to running jobs on cloud platforms

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🖥️ Custom Clusters

Integrating your custom compute clusters

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🚀 Model Deployment

Guide to deploying models in production

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Datasets & Evaluation

⚖️ Custom Judge

Creating custom evaluation metrics and judges

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📈 Oumi Judge

Using Oumi’s built-in judge framework

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📊 AlpacaEval Evaluation

Model evaluation using AlpacaEval 2.0

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📋 Oumi Evaluation

Comprehensive model evaluation using Oumi’s evaluation framework

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Custom Models

🧠 NanoGPT Integration

Training and using NanoGPT models with Oumi

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🔄 CNN Training

Training CNNs on custom datasets

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