Reinforcement Learning as a fine-tuning paradigm
By A Mystery Man Writer
Description
Reinforcement Learning should be better seen as a “fine-tuning” paradigm that can add capabilities to general-purpose foundation models, rather than a paradigm that can bootstrap intelligence from scratch.
![Reinforcement Learning as a fine-tuning paradigm](https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13078543-a96c-4c92-95b3-e540ac3bfdb9_2521x1417.png)
Fine-Tuning LLMs with Direct Preference Optimization
![Reinforcement Learning as a fine-tuning paradigm](https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f75f5af-1421-4af3-8fdd-674b11cc24c9_3005x915.png)
The AiEdge+: How to fine-tune Large Language Models with Intermediary models
![Reinforcement Learning as a fine-tuning paradigm](https://www.researchgate.net/publication/363668459/figure/fig1/AS:11431281085149800@1663651282259/Diagram-of-the-general-framework-of-the-distillation-based-fine-tuning-paradigm-The.png)
Diagram of the general framework of the distillation-based fine
![Reinforcement Learning as a fine-tuning paradigm](http://bair.berkeley.edu/blog/assets/awac/05_fig1.png)
AWAC: Accelerating Online Reinforcement Learning with Offline
![Reinforcement Learning as a fine-tuning paradigm](https://i0.wp.com/fourweekmba.com/wp-content/uploads/2023/01/ai-business-models.png?resize=1024%2C760&ssl=1)
i0.wp.com//wp-content/uploads/2023/
![Reinforcement Learning as a fine-tuning paradigm](https://upload.wikimedia.org/wikipedia/commons/0/0b/Feature_Learning_Diagram.png)
Feature learning - Wikipedia
![Reinforcement Learning as a fine-tuning paradigm](https://ars.els-cdn.com/content/image/1-s2.0-S1361841521002115-gr2.jpg)
Semi-supervised training of deep convolutional neural networks
![Reinforcement Learning as a fine-tuning paradigm](https://pbs.twimg.com/media/FI2diBrWYAEJHrP.jpg)
Mina Khan (@minakhan01) / X
![Reinforcement Learning as a fine-tuning paradigm](https://miro.medium.com/v2/resize:fit:1344/1*el2SDeYdXF7RXi9Eu_QmNA.png)
Reinforcement Learning for tuning language models ( how to train
![Reinforcement Learning as a fine-tuning paradigm](https://cdn.labellerr.com/Fine%20Tuning%20of%20LLMs/rlhf/Screenshot%202023-08-23%20100058.webp)
Complete Guide On Fine-Tuning LLMs using RLHF
![Reinforcement Learning as a fine-tuning paradigm](https://external-preview.redd.it/TOD6ysTkvWqHSf8jpWV73V-1isjIdNeE7sujK0ZeSA0.jpg?auto=webp&s=df6b8e90f85f39c5c40f8b34e088889284b9c79f)
D] Reinforcement Learning As A Fine-Tuning Paradigm : r/MachineLearning
![Reinforcement Learning as a fine-tuning paradigm](http://ankeshanand.com/blog/assets/img/rl-fine-tuning.png)
Reinforcement Learning as a fine-tuning paradigm
![Reinforcement Learning as a fine-tuning paradigm](https://pbs.twimg.com/media/GHSUEJ8WgAArRDI.jpg)
Emergent Mind on X: Reflexion revolutionizes LLMs by using verbal
![Reinforcement Learning as a fine-tuning paradigm](https://media.springernature.com/lw685/springer-static/image/art%3A10.1038%2Fs41598-023-46074-3/MediaObjects/41598_2023_46074_Fig2_HTML.png)
A scalable approach to optimize traffic signal control with
![Reinforcement Learning as a fine-tuning paradigm](https://ankeshanand.com/blog/assets/img/clipport.png)
Reinforcement Learning as a fine-tuning paradigm
from
per adult (price varies by group size)