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fw-ai/cookbook: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks.

github.comSaved July 16, 20262 min

AI Development Toolkit

Summary

This GitHub repository serves as a comprehensive cookbook for building, deploying, and fine-tuning generative AI models using the Fireworks platform. It offers specialized training recipes for various optimization techniques and an automated agent to handle the full model lifecycle from data inspection to deployment.

Highlights

Provides ready-to-run training recipes for RL (GRPO, DAPO), preference optimization (DPO, ORPO), and supervised fine-tuning (SFT)
Features a Fireworks Agent that automates the end-to-end fine-tuning lifecycle via natural language instructions
Includes a structured repository with dedicated directories for training SDKs, utilities, and worked examples
Offers a verifier for correctness validation and a live React viewer

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Preview of fw-ai/cookbook: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks.

fw-ai · via GitHub

Context

Audience

Machine Learning Engineers and AI Developers

DomainMachine Learning

Formatopen source repository

Accessopen source

Topics

Reinforcement Learning Generative AI Fireworks AI Preference Optimization Model Fine-Tuning

View on GitHub All Bookmarks

Generative AIReinforcement LearningLarge Language ModelsFine-tuningFireworks SDK

~/bookmarks

fw-ai/cookbook: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks.

Summary

Highlights

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fw-ai/cookbook: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks.

Summary

Highlights

Context

Topics

Related

~/bookmarks

fw-ai/cookbook: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks.

Summary

Highlights

Context

Topics

Related

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fw-ai/cookbook: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks.

Summary

Highlights

Context

Topics

Related

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