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Machine learning

Machine learning is the practice of teaching a computer to learn. The concept uses pattern recognition, as well as other forms of predictive algorithms, to make judgments on incoming data. This field is closely related to artificial intelligence and computational statistics.

https://github.com/fastai/numerical-linear-algebra

Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course

algorithms data-science deep-learning linear-algebra machine-learning numpy python

Last synced: 31 Jul 2024

https://github.com/aws/amazon-sagemaker-examples

Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

aws data-science deep-learning examples inference jupyter-notebook machine-learning mlops reinforcement-learning sagemaker training

Last synced: 01 Aug 2024

https://github.com/facebookresearch/llama-recipes

Scripts for fine-tuning Meta Llama3 with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta Llama3 for WhatsApp & Messenger.

ai finetuning langchain llama llama2 llm machine-learning python pytorch vllm

Last synced: 05 Sep 2024

https://github.com/meta-llama/llama-recipes

Scripts for fine-tuning Meta Llama3 with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta Llama3 for WhatsApp & Messenger.

ai finetuning langchain llama llama2 llm machine-learning python pytorch vllm

Last synced: 30 Jul 2024

https://github.com/jacobgil/pytorch-grad-cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

class-activation-maps computer-vision deep-learning explainable-ai explainable-ml grad-cam image-classification interpretability interpretable-ai interpretable-deep-learning machine-learning object-detection pytorch score-cam vision-transformers visualizations xai

Last synced: 24 Sep 2024

https://github.com/tflearn/tflearn

Deep learning library featuring a higher-level API for TensorFlow.

data-science deep-learning machine-learning neural-network tensorflow tflearn

Last synced: 24 Sep 2024

https://github.com/tangyudi/ai-learn

人工智能学习路线图,整理近200个实战案例与项目,免费提供配套教材,零基础入门,就业实战!包括:Python,数学,机器学习,数据分析,深度学习,计算机视觉,自然语言处理,PyTorch tensorflow machine-learning,deep-learning data-analysis data-mining mathematics data-science artificial-intelligence python tensorflow tensorflow2 caffe keras pytorch algorithm numpy pandas matplotlib seaborn nlp cv等热门领域

algorithm artificial-intelligence caffe cv data-analysis data-mining data-science deep-learning keras machine-learning mathematics matplotlib nlp numpy pandas python pytorch seaborn tensorflow tensorflow2

Last synced: 24 Sep 2024

https://github.com/kedro-org/kedro

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

experiment-tracking hacktoberfest kedro machine-learning machine-learning-engineering mlops pipeline python

Last synced: 30 Jul 2024

https://github.com/quantumblacklabs/kedro

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

experiment-tracking hacktoberfest kedro machine-learning machine-learning-engineering mlops pipeline python

Last synced: 02 Aug 2024

https://github.com/fminference/flexgen

Running large language models on a single GPU for throughput-oriented scenarios.

deep-learning gpt-3 high-throughput large-language-models machine-learning offloading opt

Last synced: 02 Aug 2024

https://github.com/FMInference/FlexGen

Running large language models on a single GPU for throughput-oriented scenarios.

deep-learning gpt-3 high-throughput large-language-models machine-learning offloading opt

Last synced: 31 Jul 2024

https://github.com/dotnet/machinelearning

ML.NET is an open source and cross-platform machine learning framework for .NET.

algorithms dotnet machine-learning ml

Last synced: 24 Sep 2024

https://github.com/clips/pattern

Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.

machine-learning natural-language-processing network-analysis python sentiment-analysis web-mining wordnet

Last synced: 31 Jul 2024

https://github.com/dair-ai/ML-Papers-of-the-Week

🔥Highlighting the top ML papers every week.

ai data-science deeplearning machine-learning nlp

Last synced: 31 Jul 2024

https://github.com/Jack-Cherish/Machine-Learning

:zap:机器学习实战(Python3):kNN、决策树、贝叶斯、逻辑回归、SVM、线性回归、树回归

adaboost adaboost-algorithm decision-tree knn logistic machine-learning navie-bayes-algorithm python python3 regression smo svm

Last synced: 01 Aug 2024

https://github.com/vahidk/effectivetensorflow

TensorFlow tutorials and best practices.

deep-learning ebook machine-learning neural-network tensorflow

Last synced: 24 Sep 2024

https://github.com/k4yt3x/video2x

A lossless video/GIF/image upscaler achieved with waifu2x, Anime4K, SRMD and RealSR. Started in Hack the Valley II, 2018.

anime4k machine-learning ncnn neural-network python qt5 realsr rife srmd super-resolution upscaling video video-enlarger vulkan waifu2x

Last synced: 31 Jul 2024

https://github.com/apachecn/Interview

Interview = 简历指南 + 算法题 + 八股文 + 源码分析

interview kaggle leetcode machine-learning python

Last synced: 31 Jul 2024

https://github.com/PAIR-code/deeplearnjs

WebGL-accelerated ML // linear algebra // automatic differentiation for JavaScript.

deep-learning deep-neural-networks gpu-acceleration javascript machine-learning neural-network typescript webgl

Last synced: 19 Aug 2024

https://github.com/tensorflow/tfjs-core

WebGL-accelerated ML // linear algebra // automatic differentiation for JavaScript.

deep-learning deep-neural-networks gpu-acceleration javascript machine-learning neural-network typescript webgl

Last synced: 31 Jul 2024

https://github.com/facebookarchive/caffe2

Caffe2 is a lightweight, modular, and scalable deep learning framework.

ai artificial-intelligence caffe2 deep-learning deep-neural-networks machine-learning ml

Last synced: 01 Aug 2024

https://github.com/JohnLangford/vowpal_wabbit

Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.

active-learning c-plus-plus contextual-bandits cpp learning-to-search machine-learning online-learning reinforcement-learning

Last synced: 22 Aug 2024

https://github.com/VowpalWabbit/vowpal_wabbit

Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.

active-learning c-plus-plus contextual-bandits cpp learning-to-search machine-learning online-learning reinforcement-learning

Last synced: 31 Jul 2024

https://github.com/alibaba/MNN

MNN is a blazing fast, lightweight deep learning framework, battle-tested by business-critical use cases in Alibaba

arm convolution deep-learning deep-neural-networks embedded-devices machine-learning ml mnn vulkan winograd-algorithm

Last synced: 30 Jul 2024

https://github.com/tracel-ai/burn

Burn is a new comprehensive dynamic Deep Learning Framework built using Rust with extreme flexibility, compute efficiency and portability as its primary goals.

autodiff autotune concurrency cross-platform deep-learning high-performance kernel-fusion llm machine-learning ndarray neural-network onnx pytorch rust scientific-computing tensor wasm webgpu

Last synced: 24 Sep 2024

https://github.com/PeterL1n/RobustVideoMatting

Robust Video Matting in PyTorch, TensorFlow, TensorFlow.js, ONNX, CoreML!

ai computer-vision deep-learning machine-learning matting

Last synced: 31 Jul 2024

https://github.com/vaexio/vaex

Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀

bigdata data-science dataframe hdf5 machine-learning machinelearning memory-mapped-file pyarrow python tabular-data visualization

Last synced: 30 Jul 2024

https://github.com/gorse-io/gorse

Gorse open source recommender system engine

collaborative-filtering go knn machine-learning recommender-system

Last synced: 30 Jul 2024

https://github.com/zhenghaoz/gorse

Gorse open source recommender system engine

collaborative-filtering go knn machine-learning recommender-system

Last synced: 31 Jul 2024

https://github.com/khangich/machine-learning-interview

Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

deep-learning interivew interview-preparation interview-questions leetcode machine-learning mvp system-design

Last synced: 31 Jul 2024

https://github.com/Visualize-ML/Book4_Power-of-Matrix

Book_4_《矩阵力量》 | 鸢尾花书:从加减乘除到机器学习;上架!

linear linear-algebra machine-learning mathematics matrix matrix-factorization

Last synced: 31 Jul 2024

https://github.com/DLR-RM/stable-baselines3

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

baselines gsde gym machine-learning openai python pytorch reinforcement-learning reinforcement-learning-algorithms robotics sb3 sde stable-baselines toolbox

Last synced: 31 Jul 2024

https://github.com/dlr-rm/stable-baselines3

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

baselines gsde gym machine-learning openai python pytorch reinforcement-learning reinforcement-learning-algorithms robotics sb3 sde stable-baselines toolbox

Last synced: 24 Sep 2024

https://github.com/cortexlabs/cortex

Production infrastructure for machine learning at scale

infrastructure machine-learning

Last synced: 30 Jul 2024

https://github.com/jackzhenguo/python-small-examples

告别枯燥,致力于打造 Python 实用小例子,更多Python良心教程见 https://ai-jupyter.com

data-science machine-learning python python-gui python-web pytorch tensorflow

Last synced: 24 Sep 2024

https://github.com/lanpa/tensorboardX

tensorboard for pytorch (and chainer, mxnet, numpy, ...)

machine-learning numpy pytorch tensorboard visualization

Last synced: 30 Jul 2024

https://poloclub.github.io/cnn-explainer/

Learning Convolutional Neural Networks with Interactive Visualization.

deep-learning interactive-visualizations machine-learning visual-learning visualization

Last synced: 31 Jul 2024

https://github.com/catboost/catboost

A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

big-data catboost categorical-features coreml cuda data-mining data-science decision-trees gbdt gbm gpu gpu-computing gradient-boosting kaggle machine-learning python r tutorial

Last synced: 30 Jul 2024

https://github.com/activeloopai/deeplake

Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai

ai computer-vision cv data-science data-version-control datalake datasets deep-learning image-processing langchain large-language-models llm machine-learning ml mlops python pytorch tensorflow vector-database vector-search

Last synced: 24 Sep 2024

https://github.com/activeloopai/Hub

Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai

ai computer-vision cv data-science data-version-control datalake datasets deep-learning image-processing langchain large-language-models llm machine-learning ml mlops python pytorch tensorflow vector-database vector-search

Last synced: 10 Aug 2024

https://github.com/drivendataorg/cookiecutter-data-science

A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

ai cookiecutter cookiecutter-data-science cookiecutter-template data-science machine-learning

Last synced: 01 Aug 2024

https://github.com/drivendata/cookiecutter-data-science

A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

ai cookiecutter cookiecutter-data-science cookiecutter-template data-science machine-learning

Last synced: 02 Aug 2024

https://deeplearning-ai.github.io/machine-learning-yearning-cn/

Machine Learning Yearning 中文版 - 《机器学习训练秘籍》 - Andrew Ng 著

book deep-learning machine-learning

Last synced: 31 Jul 2024

https://github.com/deeplearning-ai/machine-learning-yearning-cn

Machine Learning Yearning 中文版 - 《机器学习训练秘籍》 - Andrew Ng 著

book deep-learning machine-learning

Last synced: 01 Aug 2024

https://github.com/triton-inference-server/server

The Triton Inference Server provides an optimized cloud and edge inferencing solution.

cloud datacenter deep-learning edge gpu inference machine-learning

Last synced: 30 Jul 2024

https://github.com/burn-rs/burn

Burn is a new comprehensive dynamic Deep Learning Framework built using Rust with extreme flexibility, compute efficiency and portability as its primary goals.

autodiff autotune concurrency cross-platform deep-learning high-performance kernel-fusion llm machine-learning ndarray neural-network onnx pytorch rust scientific-computing tensor wasm webgpu

Last synced: 02 Aug 2024

https://github.com/PAIR-code/facets

Visualizations for machine learning datasets

data-visualization machine-learning

Last synced: 30 Jul 2024

https://pair-code.github.io/facets/

Visualizations for machine learning datasets

data-visualization machine-learning

Last synced: 30 Jul 2024

https://github.com/mrdbourke/machine-learning-roadmap

A roadmap connecting many of the most important concepts in machine learning, how to learn them and what tools to use to perform them.

data data-science deep-learning machine-learning

Last synced: 31 Jul 2024

https://github.com/wiseodd/generative-models

Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.

gan generative-model machine-learning pytorch rbm restricted-boltzmann-machine tensorflow vae

Last synced: 24 Sep 2024

https://github.com/stanfordnlp/stanza

Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages

artificial-intelligence corenlp deep-learning machine-learning named-entity-recognition natural-language-processing nlp python pytorch universal-dependencies

Last synced: 24 Sep 2024