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Samuel Lima Braz PRO

samuellimabraz

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upvoted an article about 2 hours ago

Open-Source Handwritten Signature Detection Model

posted an update about 16 hours ago

Sharing my new article on an open-source project for automated signature detection in document processing. The article details: - Dataset Engineering: Combining two public collections to create a hybrid dataset. - Architecture Benchmarking: Evaluating sota models such as YOLO series, DETR variants, and YOLOS for accuracy and efficiency. - Model Optimization: Using Optuna for hyperparameter tuning, achieving a 7.94% F1-score improvement. - Production Deployment: Implementing Triton Inference Server with an OpenVINO CPU backend for optimized inference. It's not such a complex project, but I explore the training of the best current architectures for object detection and share all notebooks, data, models, and the repo with deployment and benchmarking details. Thanks @SkalskiP , @nielsr , @sergiopaniego for the notebooks and resources that have been very helpful. - https://huggingface.co/blog/samuellimabraz/signature-detection-model - https://huggingface.co/collections/tech4humans/signature-detection-678b087d8b0ce22ae8c3f60e

published an article about 22 hours ago

Open-Source Handwritten Signature Detection Model

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samuellimabraz's activity

upvoted an article about 2 hours ago

Article

Open-Source Handwritten Signature Detection Model

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about 22 hours ago

• 5

upvoted a collection about 1 month ago

H2OVL Mississippi

Collection

H2O Multimodal models • 9 items • Updated 24 days ago • 7

upvoted 2 articles about 1 month ago

Article

Vision Language Models Explained

Apr 11, 2024

• 287

Article

Open-source DeepResearch – Freeing our search agents

Feb 4

• 1.16k

upvoted a collection about 1 month ago

ViTucano-v1

Collection

ViTucano is our first attempt at creating a vision assistant natively pretrained in Portuguese. ViTucano is built on top of the Tucano series. • 4 items • Updated Jan 13 • 1

upvoted 2 articles about 1 month ago

Article

Mastering Tensor Dimensions in Transformers

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Jan 12

• 49

Article

KV Caching Explained: Optimizing Transformer Inference Efficiency

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Jan 30

• 36

upvoted 2 articles about 2 months ago

Article

PEFT: Parameter-Efficient Fine-Tuning Methods for LLMs

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Jan 24

• 16

Article

FineWeb2-C: Help Build Better Language Models in Your Language

and 5 others •

Dec 23, 2024

• 19