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Unsloth – Getting Started

Sovit Ranjan RathSovit Ranjan Rath February 10, 2025February 10, 2025 2 Comments
Unsloth – Getting Started

This article covers an introduction to the Unsloth LLM library. It covers the need for Unsloth, the steps to install it, running inference using various language models like Llama 3.1, Gemma2, and Mistral v-0.3, and also understanding the chat templates. ...

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DINOv2 Segmentation – Fine-Tuning and Transfer Learning Experiments

Sovit Ranjan RathSovit Ranjan Rath February 3, 2025February 3, 2025 3 Comments
DINOv2 Segmentation – Fine-Tuning and Transfer Learning Experiments

In this article, we simply the semantic segmentation (pixel classification) head of the DINOv2 model and carry out experiments comparing fine-tuning and transfer learning. ...

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DINOv2 for Semantic Segmentation

Sovit Ranjan RathSovit Ranjan Rath January 27, 2025January 27, 2025 5 Comments
DINOv2 for Semantic Segmentation

In this article, we modify the DINOv2 model for semantic segmentation, freeze the backbone, and train the model on the Penn-Fudan Pedestrian segmentation dataset. ...

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DINOv2 for Image Classification: Fine-Tuning vs Transfer Learning

Sovit Ranjan RathSovit Ranjan Rath January 20, 2025January 20, 2025 2 Comments
DINOv2 for Image Classification: Fine-Tuning vs Transfer Learning

In this article, we train DINOv2 Small Patch-14 model for image classification on a cotton disease and compare the results between fine-tuning and transfer learning. ...

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A Mixture of Foundation Models for Segmentation and Detection Tasks

Sovit Ranjan RathSovit Ranjan Rath January 13, 2025January 13, 2025 0 Comment
A Mixture of Foundation Models for Segmentation and Detection Tasks

In this article, we explore how several foundation models in VLMs, Image Segmentation, and multi-modal models like CLIP help in open-ended class agnostic segmentation and detection tasks. ...

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