Data Science | Machine Learning with Python for Researchers
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The Data Science and Python channel is for researchers and advanced programmers

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#210th_quiz

Which of the following is a method used to evaluate the performance of a classification algorithm?
Anonymous Quiz
55%
F1 score
19%
Mean squared error
14%
Pearson correlation coefficient
12%
R-squared score
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[NeurIPS 2023] Global Structure-Aware Diffusion Process for Low-Light Image Enhancement


🖥 Github: https://github.com/jinnh/GSAD

📕 Paper: https://arxiv.org/pdf/2310.17577.pdf

🔥 Datasets: https://paperswithcode.com/dataset/lol
CS25: Transformers United V3

New lectures on the course on Transformers from Stanford! Stanford CS 25 " Transformers United " featured celebrity guests such as Andriy Karpaty, Noam Brown, Lukas Beyer and Geoff Hinton himself!

A new report has been released on the creation and recipes for creating universal AI agents in open worlds:

🟢 MineDojo : an open framework and multimodal database for training Minecraft agents.

🟢 Voyager : agent for lifelong learning in Minecraft based on LLM.

🟢 Eureka: GPT-4 develops reward functions to teach a robot hand to turn a knob.

🟢 VIMA : one of the earliest multimodal LLMs.

🟢A look into the future: promising areas of research.

☑️ Slides : https://drive.google.com/file/d/1lWIhijUaTZkkWOC_YwZHMoI0h7EAWVPL/view

📑 Lectures : https://web.stanford.edu/class/cs25

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⚡️ LLMRec: Large Language Models with Graph Augmentation for Recommendation

🖥 Github: https://github.com/hkuds/llmrec

📕 Paper: https://arxiv.org/abs/2311.00423v1

Project: https://llmrec.github.io/

🌐 Dataset: https://llmrec.github.io/#

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🖥 TORCH UNCERTAINTY

Comprehensive PyTorch Library for deep learning uncertainty quantification techniques.

pip install torch-uncertainty

🖥 Github: https://github.com/ensta-u2is/torch-uncertainty

📕 Paper: https://arxiv.org/abs/2311.01434v1

Project: https://llmrec.github.io/

👣 Api: https://torch-uncertainty.github.io/api.html

🌐 Dataset: https://paperswithcode.com/dataset/cifar-10

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PETA: Evaluating the Impact of Protein Transfer Learning with Sub-word Tokenization on Downstream Applications

🖥 Github: https://github.com/ginnm/proteinpretraining

📕 Paper: https://arxiv.org/pdf/2310.17415v1.pdf

🔥 Datasets: https://paperswithcode.com/dataset/peta-protein

Tasks: https://paperswithcode.com/task/language-modelling

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🎧 Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer model

Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer model.

🖥 Github: https://github.com/amaai-lab/video2music

📕 Paper: https://arxiv.org/abs/2311.00968v1

Demo: https://llmrec.github.io/

🌐 Dataset: https://zenodo.org/records/10057093

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