ML Research Hub
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Advancing research in Machine Learning โ€“ practical insights, tools, and techniques for researchers.

Admin: @HusseinSheikho || @Hussein_Sheikho
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NVIDIA just made Pandas 150x faster with zero code changes.

All you have to do is:
%load_ext cudf.pandas
import pandas as pd


Their RAPIDS library will automatically know if you're running on GPU or CPU and speed up your processing.

You can try it in this colab notebook

GitHub repo: https://github.com/rapidsai/cudf

https://t.me/DataScienceT
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๐Ÿชž Mirror: A Universal Framework for Various Information Extraction Tasks

๐Ÿ–ฅ Github: https://github.com/Spico197/Mirror

๐Ÿ“• Paper: https://arxiv.org/abs/2311.05419v1

๐ŸŒ Dataset: https://paperswithcode.com/dataset/glue

https://t.me/DataScienceT
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โšก๏ธ LCM-LoRA: A Universal Stable-Diffusion Acceleration Module

Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference.

pip install diffusers transformers accelerate gradio==3.48.0

๐Ÿ–ฅ Github: https://github.com/luosiallen/latent-consistency-model

๐Ÿ“• Paper: https://arxiv.org/abs/2311.05556v1

๐ŸŒ Project: https://latent-consistency-models.github.io

๐Ÿค— Demo: https://huggingface.co/spaces/SimianLuo/Latent_Consistency_Model

https://t.me/DataScienceT
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Perhaps you have thought about placing ads on it?

To do this, follow three simple steps:

1) Sign up: https://telega.io/c/dataScienceT
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If the topic of your post fits our channel, we will publish it with pleasure.
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๐Ÿ”Š Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

ะกhat & pretrained large audio language model proposed by Alibaba Cloud.

๐Ÿฑ Github: https://github.com/qwenlm/qwen-audio

๐Ÿš€ Demo: https://qwen-audio.github.io/Qwen-Audio/

๐Ÿ“• Paper: https://arxiv.org/abs/2311.07919v1

โฉ Dataset: https://paperswithcode.com/dataset/vocalsound

https://t.me/DataScienceT
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๐ŸŒดData Science A-Zโ„ข: Hands-On Exercises & ChatGPT Bonus [2023]๐ŸŒด

Learn
Data Science step by step through real Analytics examples. Data Mining, Modeling, Tableau Visualization and more!

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Price: 20$

Contact @hussein_sheikho
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๐ŸŒฆ Makani: Massively parallel training of machine-learning based weather and climate models

๐ŸฑGithub: https://github.com/NVIDIA/makani

๐Ÿ“•Blog: https://developer.nvidia.com/blog/modeling-earths-atmosphere-with-spherical-fourier-neural-operators/

โฉ Dataset: https://github.com/NVIDIA/makani/tree/main/datasets
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Inherently Interpretable Time Series Classification via Multiple Instance Learning (MILLET)

๐Ÿ–ฅ Github: https://github.com/jaearly/miltimeseriesclassification

๐Ÿ“• Paper: https://arxiv.org/pdf/2311.10049v1.pdf

โœจ Tasks: https://paperswithcode.com/task/decision-making

https://t.me/DataScienceT
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โž• SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks

๐Ÿ–ฅ Github: https://github.com/OpenGVLab/SAM-Med2D

๐Ÿ–ฅ Colab: https://colab.research.google.com/github/OpenGVLab/SAM-Med2D/blob/main/predictor_example.ipynb

๐Ÿ“• Paper: https://arxiv.org/abs/2311.11969v1

โญ๏ธ Dataset: https://arxiv.org/abs/2311.11969
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๐Ÿฌ ShareGPT4V:Improving Large Multi-Modal Models with Better Captions

๐Ÿ–ฅ Code: https://github.com/InternLM/InternLM-XComposer/tree/main/projects/ShareGPT4V

๐Ÿฆพ Project: https://sharegpt4v.github.io/

โšก๏ธ Demo: https://huggingface.co/spaces/Lin-Chen/ShareGPT4V-7B

๐Ÿ“š Paper: https://arxiv.org/pdf/2311.12793.pdf

๐Ÿ”— Dataset: https://huggingface.co/datasets/Lin-Chen/ShareGPT4V
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minimax: Efficient Baselines for Autocurricula in JAX

๐Ÿ–ฅ Github: https://github.com/facebookresearch/minimax

๐Ÿ“• Paper: https://arxiv.org/pdf/2311.12716v1.pdf

โœจ Tasks: https://paperswithcode.com/task/decision-making

https://t.me/DataScienceT
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๐Ÿ”ฅ flowty-realtime-lcm-canvas

A realtime sketch to image demo using LCM and the gradio library.

Source: https://github.com/flowtyone/flowty-realtime-lcm-canvas

๐Ÿ‘Œ https://t.me/CodeProgrammer

More Likes, Share, Subscribe ๐Ÿ˜‰โค๏ธ
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๐Ÿ—ฃ HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation by Hierarchical Variational Inference for Zero-shot Speech Synthesis

๐Ÿ–ฅ Code: https://github.com/sh-lee-prml/hierspeechpp

๐Ÿฆพ Checkpoint: https://drive.google.com/drive/folders/1-L_90BlCkbPyKWWHTUjt5Fsu3kz0du0w?usp=sharing

โšก๏ธ Demo: https://sh-lee-prml.github.io/HierSpeechpp-demo/

๐Ÿ“š Paper: https://arxiv.org/abs/2311.12454v1

๐Ÿ”— Dataset: https://paperswithcode.com/dataset/libri-light

https://t.me/DataScienceT
ChessVision - A dataset for logically coherent multi-label classification.

๐Ÿ–ฅ Github: https://github.com/espressovi/chessvisionchallenge

๐Ÿ“• Paper: https://arxiv.org/pdf/2311.12610v1.pdf

โœจ Tasks: https://paperswithcode.com/task/classification-1

https://t.me/DataScienceT
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๐Ÿ”ฅ Diffusion360: Seamless 360 Degree Panoramic Image Generation based on Diffusion Models.

๐Ÿ–ฅ Code: https://github.com/archerfmy/sd-t2i-360panoimage

๐Ÿ“š Paper: https://arxiv.org/abs/2311.13141v1

๐Ÿ”— Dataset: https://paperswithcode.com/dataset/sun360

https://t.me/DataScienceT
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๐ŸŽฎ Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch

๐Ÿ–ฅ Code: https://github.com/yule-BUAA/MergeLM

๐Ÿ“š Paper: https://arxiv.org/abs/2311.03099

๐Ÿ”— Dataset: https://paperswithcode.com/task/instruction-following

https://t.me/DataScienceT
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