NVIDIA BioNeMo2 Framework is a set of tools, libraries, and models for computational drug discovery and design.
It accelerates the most time-consuming and expensive steps in building and adapting biomolecular AI models by providing optimized models and tools that are easily integrated into GPU-based computing resources.
The framework enables the creation, training and tuning of models, and its capabilities span a variety of workloads and therapeutic mechanisms: molecule generation, protein structure prediction, protein-ligand prediction and representation learning.
In addition to pipeline code, noscripts and utilities, BioNeMo2 Framework contains:
#AI #ML #Framework #NVIDIA
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2DMatGMM: An open-source robust machine learning platform for real-time detection and classification of 2D material flakes
🖥 Github: https://github.com/jaluus/2dmatgmm
📕 Paper: https://arxiv.org/abs/2412.09333v1
⭐️ Dataset: https://paperswithcode.com/task/instance-segmentation
https://news.1rj.ru/str/DataScienceT🏳
https://news.1rj.ru/str/DataScienceT
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Forwarded from Kaggle Data Hub
OASIS Alzheimer's Detection
Large-scale brain MRI dataset for deep neural network analysis
About Dataset
The dataset used is the OASIS MRI dataset (https://sites.wustl.edu/oasisbrains/), which consists of 80,000 brain MRI images. The images have been divided into four classes based on Alzheimer's progression. The dataset aims to provide a valuable resource for analyzing and detecting early signs of Alzheimer's disease.
To make the dataset accessible, the original .img and .hdr files were converted into Nifti format (.nii) using FSL (FMRIB Software Library). The converted MRI images of 461 patients have been uploaded to a GitHub repository, which can be accessed in multiple parts.
For the neural network training, 2D images were used as input. The brain images were sliced along the z-axis into 256 pieces, and slices ranging from 100 to 160 were selected from each patient. This approach resulted in a comprehensive dataset for analysis.
Patient classification was performed based on the provided metadata and Clinical Dementia Rating (CDR) values, resulting in four classes: demented, very mild demented, mild demented, and non-demented. These classes enable the detection and study of different stages of Alzheimer's disease progression.
During the dataset preparation, the .nii MRI scans were converted to .jpg files. Although this conversion presented some challenges, the files were successfully processed using appropriate tools. The resulting dataset size is 1.3 GB.
https://news.1rj.ru/str/datasets1🌟
Large-scale brain MRI dataset for deep neural network analysis
About Dataset
The dataset used is the OASIS MRI dataset (https://sites.wustl.edu/oasisbrains/), which consists of 80,000 brain MRI images. The images have been divided into four classes based on Alzheimer's progression. The dataset aims to provide a valuable resource for analyzing and detecting early signs of Alzheimer's disease.
To make the dataset accessible, the original .img and .hdr files were converted into Nifti format (.nii) using FSL (FMRIB Software Library). The converted MRI images of 461 patients have been uploaded to a GitHub repository, which can be accessed in multiple parts.
For the neural network training, 2D images were used as input. The brain images were sliced along the z-axis into 256 pieces, and slices ranging from 100 to 160 were selected from each patient. This approach resulted in a comprehensive dataset for analysis.
Patient classification was performed based on the provided metadata and Clinical Dementia Rating (CDR) values, resulting in four classes: demented, very mild demented, mild demented, and non-demented. These classes enable the detection and study of different stages of Alzheimer's disease progression.
During the dataset preparation, the .nii MRI scans were converted to .jpg files. Although this conversion presented some challenges, the files were successfully processed using appropriate tools. The resulting dataset size is 1.3 GB.
https://news.1rj.ru/str/datasets1
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⚡️ Byte Latent Transformer: Patches Scale Better Than Tokens
Byte Latent Transformer architecture (BLTs), a new byte-level LLM architecture that for the first time, matches tokenization-based LLM performance at scale, with significant improvements in inference efficiency and robustness.
🖥 Github: https://github.com/facebookresearch/blt
📕 Paper: https://arxiv.org/abs/2412.09871v1
🌟 Dataset: https://paperswithcode.com/dataset/mmlu
https://news.1rj.ru/str/DataScienceT✅
Byte Latent Transformer architecture (BLTs), a new byte-level LLM architecture that for the first time, matches tokenization-based LLM performance at scale, with significant improvements in inference efficiency and robustness.
🌟 Dataset: https://paperswithcode.com/dataset/mmlu
https://news.1rj.ru/str/DataScienceT
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🀄 GuoFeng Webnovel: A Discourse-Level and Multilingual Corpus of Web Fiction
🖥 Github: https://github.com/longyuewangdcu/guofeng-webnovel
📕 Paper: https://arxiv.org/abs/2412.11732v1
🌟 Dataset: www2.statmt.org/wmt24/literary-trans
https://news.1rj.ru/str/DataScienceT🏳
🌟 Dataset: www2.statmt.org/wmt24/literary-trans
https://news.1rj.ru/str/DataScienceT
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Large Language Models Course: Learn by Doing LLM Projects
🖥 Github: https://github.com/peremartra/Large-Language-Model-Notebooks-Course
📕 Paper: https://doi.org/10.31219/osf.io/qgxea
https://news.1rj.ru/str/DataScienceT✅
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KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation
Paper: https://arxiv.org/pdf/2409.13731v3.pdf
Code: https://github.com/openspg/kag
Dataset: 2WikiMultiHopQA
https://news.1rj.ru/str/DataScienceT💙
Paper: https://arxiv.org/pdf/2409.13731v3.pdf
Code: https://github.com/openspg/kag
Dataset: 2WikiMultiHopQA
https://news.1rj.ru/str/DataScienceT
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CogAgent: A Visual Language Model for GUI Agents
Paper: https://arxiv.org/pdf/2312.08914v3.pdf
CVPR 2024: http://openaccess.thecvf.com//content/CVPR2024/papers/Hong_CogAgent_A_Visual_Language_Model_for_GUI_Agents_CVPR_2024_paper.pdf
Code1: https://github.com/thudm/cogvlm
Code2: https://github.com/digirl-agent/digirl
Code3: https://github.com/THUDM/CogAgent
Dataset: TextVQA
https://news.1rj.ru/str/DataScienceT🩵
Paper: https://arxiv.org/pdf/2312.08914v3.pdf
CVPR 2024: http://openaccess.thecvf.com//content/CVPR2024/papers/Hong_CogAgent_A_Visual_Language_Model_for_GUI_Agents_CVPR_2024_paper.pdf
Code1: https://github.com/thudm/cogvlm
Code2: https://github.com/digirl-agent/digirl
Code3: https://github.com/THUDM/CogAgent
Dataset: TextVQA
https://news.1rj.ru/str/DataScienceT
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Automating the Search for Artificial Life with Foundation Models
paper: https://arxiv.org/pdf/2412.17799v1.pdf
Code: https://github.com/sakanaai/asal
https://news.1rj.ru/str/DataScienceT💙
paper: https://arxiv.org/pdf/2412.17799v1.pdf
Code: https://github.com/sakanaai/asal
https://news.1rj.ru/str/DataScienceT
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Forwarded from Machine Learning with Python
This channels is for Programmers, Coders, Software Engineers.
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Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs
🖥 Github: https://github.com/zhouyiks/CoLVA/tree/main
📕 Paper: https://arxiv.org/pdf/2501.04670v1.pdf
⭐️ Dataset: https://paperswithcode.com/dataset/bdd100k
https://news.1rj.ru/str/DataScienceT✉️
https://news.1rj.ru/str/DataScienceT
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A project that contains a carefully selected list of resources about AI agents designed to run autonomously on your computers.
It includes research studies, projects, frameworks, guides and various tools.
Agents support task analysis and decision making functions for interacting with any interface.
#aiagents #awesome #agents
https://news.1rj.ru/str/DataScienceT
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Embark on a new beginning by joining our WhatsApp channel.
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LatentSync: Audio Conditioned Latent Diffusion Models for Lip Sync
Paper: https://arxiv.org/pdf/2412.09262v1.pdf
Code: https://github.com/bytedance/LatentSync
https://news.1rj.ru/str/DataScienceT💎
Paper: https://arxiv.org/pdf/2412.09262v1.pdf
Code: https://github.com/bytedance/LatentSync
https://news.1rj.ru/str/DataScienceT
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KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation
Paper: https://arxiv.org/pdf/2409.13731v3.pdf
Code: https://github.com/openspg/kag
Datasets: 2WikiMultiHopQA
https://news.1rj.ru/str/DataScienceT🎁
Paper: https://arxiv.org/pdf/2409.13731v3.pdf
Code: https://github.com/openspg/kag
Datasets: 2WikiMultiHopQA
https://news.1rj.ru/str/DataScienceT
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