Machinelearning – Telegram
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Погружаемся в машинное обучение и Data Science

Показываем как запускать любые LLm на пальцах.

По всем вопросам - @haarrp

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Реестр РКН: clck.ru/3Fmqri
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🗒 Text2Light: Zero-Shot Text-Driven HDR Panorama Generation

Text2Light can generate HDR panoramas in 4K+ resolution using free-form texts solely.

conda env create -f environment.yml
conda activate text2light


⚙️ Github
💡 Project
💻 Model
🗒 Paper
🦾 Tutorial

@ai_machinelearning_big_data
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🗣 Robust Speech Recognition via Large-Scale Weak Supervision

Whisper is a general-purpose speech recognition model by Open AI.

pip install git+https://github.com/openai/whisper.git

⚙️ Github
💡 Colab
💻 Model
🗒 Paper
🦾 Dataset
✴️ HABR

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🔄 VToonify: Controllable High-Resolution Portrait Video Style Transfer


git clone https://github.com/williamyang1991/VToonify.git
cd VToonify


⚙️ Github
💡 Colab
💻 Project
🗒 Paper
🦾 Dataset
🎞 Video

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🤗 SetFit - Efficient Few-shot Learning with Sentence Transformers

An efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers (ST).

python -m pip install setfit

⚙️ Github
🗒 Paper
📌 Blog
🦾 Model and Dataset

@ai_machinelearning_big_data
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🔲 TensorStore

Novel open-source C++ / #Python library for storage/manipulation of high-dim data

⚙️ Github
🗒 Tutorial
📌 Google AI
🦾 Docs

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📎 Dilated Neighborhood Attention Transformer

natural, flexible and efficient extension to NA that can capture more global context and expand receptive fields exponentially at no additional cost.

⚙️ Github
🗒 Model
📋 Paper
📌 Dataset

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🎓 YATO: Yet Another deep learning based Text analysis Open toolkit

pip install ylab-yato

⚙️ Github
📋 Paper
📌 Dataset

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📎 Diffusion Posterior Sampling for General Noisy Inverse Problems

git clone https://github.com/DPS2022/diffusion-posterior-sampling

cd diffusion-posterior-sampling

⚙️ Github
📋 Paper
📌 Dataset

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🖥 One Transformer Can Understand Both 2D & 3D Molecular Data

git clone https://github.com/lsj2408/Transformer-M.git

⚙️ Github
📋 Paper
📌 Dataset

@ai_machinelearning_big_data
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🖥 GLM-130B: An Open Bilingual Pre-trained Model

bidirectional dense model with 130 billion parameters, pre-trained using the algorithm of General Language Model (GLM).

⚙️ Github
📋 Paper
➡️ Model
➡️ Demo
📌 Dataset

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🖥 Leveraging Instance Features for Label Aggregation in Programmatic Weak Supervision

git clone https://github.com/JieyuZ2/wrench.git

⚙️ Github
📋 Paper
➡️ Blog
📌 Dataset

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🖥 SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-training

SpeechT5 framework that explores the encoder-decoder pre-training for self-supervised speech/text representation learning

⚙️ Github
📋 Paper
➡️ Open SLR
📌 Dataset

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🔩 ExtEnD: Extractive Entity Disambiguation

⚙️ Github
➡️ Demo
📋 Paper
📌 Dataset

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🖥 Bayesian Optimisation & Reinforcement Learning Research

pip install HEBO

⚙️Github: https://github.com/huawei-noah/HEBO

🗒 Docs: https://hebo.readthedocs.io/en/latest/

🖥 T-LBO: https://github.com/huawei-noah/HEBO/blob/master/T-LBO

↪️ Reinforcement Learning Research : https://github.com/huawei-noah/HEBO/tree/master/SAUTE

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🟡 Benchmarking ML for MD simulation

Molecular dynamics simulation with machine learning force fields.

⚙️ Github: https://github.com/kyonofx/mdsim

🗒 Paper: https://arxiv.org/abs/2210.07237v1

🖥 Guide: https://github.com/kyonofx/mdsim#install-other-dependencies

➡️ Dataset: https://paperswithcode.com/dataset/md17

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↪️ LAVIS - A Library for Language-Vision Intelligence

LAVIS is a Python deep learning library for LAnguage-and-VISion intelligence research and applications.

git clone https://github.com/salesforce/LAVIS.git
cd LAVIS
pip install .


⚙️ Github: https://github.com/salesforce/lavis

🗒 Paper: https://arxiv.org/abs/2210.08773v1

➡️ Models: https://github.com/salesforce/LAVIS/tree/main/examples

🖥 Docs: https://opensource.salesforce.com/LAVIS//latest/index.html

➡️ Dataset: https://paperswithcode.com/dataset/ok-vqa

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➡️ Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study

conda create -n knowprompt python=3.8

conda activate knowprompt


🖥 Github: https://github.com/zjunlp/KnowPrompt

🗒 Paper: https://arxiv.org/abs/2210.10678v1

➡️ Dataset: https://github.com/zjunlp/KnowPrompt/blob/master/dataset/semeval

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⭐️DiffusionDB

DiffusionDB is the first large-scale text-to-image prompt dataset.

🖥 Github: https://github.com/poloclub/diffusiondb

🗒 Paper: https://arxiv.org/abs/2210.14896v1

➡️ Dataset: https://huggingface.co/datasets/poloclub/diffusiondb

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