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DOLLY 2.0: Understanding the Open-Source Language Model and Implementation

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Overview

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Learn about Databricks' groundbreaking open-source language model DOLLY 2.0 in this 14-minute video tutorial that explores the technical details and implementation. Discover how this 12B parameter model, based on EleutherAI's Pythia model family, was instruction fine-tuned using a high-quality dataset created by Databricks employees. Explore the complete open-source package, including training code, dataset, and model weights available for commercial use. Follow along with a practical PyTorch implementation in a free Google Colab notebook. Understand the significance of this development that enables organizations to create, own, and customize powerful LLMs without API costs or third-party data sharing. Walk through key components including the 15K instruction dataset, PYTHIA LLM architecture, and hands-on code examples that demonstrate how to leverage this commercially viable instruction-tuned language model.

Syllabus

DOLLY 2.0 open-source
15K Instruction dataset by DB open-source
PYTHIA LLM
CODE PyTorch COLAB

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