Rust для машинного обучения - библиотека - История изменений

Vix: /* Подкасты */

2023-05-23T16:34:47Z

Подкасты

← Предыдущая версия		Версия от 19:34, 23 мая 2023
Строка 426:		Строка 426:

	==Подкасты==		==Подкасты==
	DATA SCIENCE AT ~~HOMERust~~ and machine learning #1 (Ep. 107) Rust and machine learning #2 with Luca Palmieri (Ep. 108) Rust and machine learning #3 with Alec Mocatta (Ep. 109) Rust and machine learning #4: practical tools (Ep. 110) Machine Learning in Rust: Amadeus with Alec Mocatta (Ep. 127) Rust and deep learning with Daniel McKenna (Ep. 135) Is Rust flexible enough for a flexible data model? (Ep. 137) Pandas vs Rust (Ep. 144) Apache Arrow, Ballista and Big Data in Rust with Andy Grove (Ep. 145) Polars: the fastest dataframe crate in Rust (Ep. 146) Apache Arrow, Ballista and Big Data in Rust with Andy Grove RB (Ep. 160)		DATA SCIENCE AT HOME:
			* [https://datascienceathome.com/rust-and-machine-learning-1-ep-107/ Rust and machine learning #1 (Ep. 107)]<br>
			* [https://datascienceathome.com/rust-and-machine-learning-2-with-luca-palmieri-ep-108/ Rust and machine learning #2 with Luca Palmieri (Ep. 108)]<br>
			* [https://datascienceathome.com/rust-and-machine-learning-3-with-alec-mocatta-ep-109/ Rust and machine learning #3 with Alec Mocatta (Ep. 109)]<br>
			* [https://datascienceathome.com/rust-and-machine-learning-4-practical-tools-ep-110/ Rust and machine learning #4: practical tools (Ep. 110)]<br>
			* [https://datascienceathome.com/machine-learning-in-rust-amadeus-with-alec-mocatta-rb-ep-127/ Machine Learning in Rust: Amadeus with Alec Mocatta (Ep. 127)]<br>
			* [https://datascienceathome.com/rust-and-deep-learning/ Rust and deep learning with Daniel McKenna (Ep. 135)]<br>
			* [https://datascienceathome.com/is-rust-flexible-enough-for-a-flexible-data-model-ep-137/ Is Rust flexible enough for a flexible data model? (Ep. 137)]<br>
			* [https://datascienceathome.com/pandas-vs-rust-ep-144/ Pandas vs Rust (Ep. 144)]<br>
			* [https://datascienceathome.com/apache-arrow-ballista-and-big-data-in-rust-with-andy-grove-ep-145/ Apache Arrow, Ballista and Big Data in Rust with Andy Grove (Ep. 145)]<br>
			* [https://datascienceathome.com/polars-the-fastest-dataframe-crate-in-rust-ep-146/ Polars: the fastest dataframe crate in Rust (Ep. 146)]<br>
			* [https://datascienceathome.com/apache-arrow-ballista-and-big-data-in-rust-with-andy-grove-rb-ep-160/ Apache Arrow, Ballista and Big Data in Rust with Andy Grove RB (Ep. 160)]<br>

	==ИСТОЧНИКИ==		==ИСТОЧНИКИ==
	* [https://dzen.ru/a/YnY7nBxvdEJtsFTu Огромный респект Автору]		* [https://dzen.ru/a/YnY7nBxvdEJtsFTu Огромный респект Автору]

Vix: /* Видео уроки */

2023-05-23T16:29:33Z

Видео уроки

← Предыдущая версия		Версия от 19:29, 23 мая 2023
Строка 417:		Строка 417:
	* [https://datacrayon.com/posts/programming/rust-notebooks/preface/ Full text book]<br>		* [https://datacrayon.com/posts/programming/rust-notebooks/preface/ Full text book]<br>

	==~~Видео уроки~~==		==ВИДЕО УРОКИ==
	The /r/playrust Classifier: Real World Rust Data Science, RustConf 2016, 2016/10/05, Suchin Gururangan & Colin O'Brien		* [https://www.youtube.com/watch?v=lY10kTcM8ek The /r/playrust Classifier: Real World Rust Data Science, RustConf 2016, 2016/10/05, Suchin Gururangan & Colin O'Brien]<br>
	Building AI Units in Rust, FOSSASIA 2018, 2018/3/25, Vigneshwer Dhinakaran		* [https://www.youtube.com/watch?v=UHFlKAmANJg Building AI Units in Rust, FOSSASIA 2018, 2018/3/25, Vigneshwer Dhinakaran]<br>
	Python vs Rust for Simulation, EuroPython 2019, 2019/7/10, Alisa Dammer		* [https://www.youtube.com/watch?v=kytvDxxedWY Python vs Rust for Simulation, EuroPython 2019, 2019/7/10, Alisa Dammer]<br>
	Machine Learning is changing - is Rust the right tool for the job?, RustLab 2019, 2019/10/31, Luca Palmieri		* [https://www.youtube.com/watch?v=odI_LY8AIqo Machine Learning is changing - is Rust the right tool for the job?, RustLab 2019, 2019/10/31, Luca Palmieri]<br>
	Using TensorFlow in Embedded Rust, 2020/09/29, Ferrous Systems GmbH, Richard Meadows		* [https://www.youtube.com/watch?v=DUVE86yTfKU Using TensorFlow in Embedded Rust, 2020/09/29, Ferrous Systems GmbH, Richard Meadows]<br>
	Writing the Fastest GBDT Library in Rust, 2021/09/16, RustConf 2021, Isabella Tromba		* [https://www.youtube.com/watch?v=D1NAREuicNs Writing the Fastest GBDT Library in Rust, 2021/09/16, RustConf 2021, Isabella Tromba]<br>

	==Подкасты==		==Подкасты==

Vix: /* Форумы */

2023-05-23T16:16:51Z

Форумы

Vix: /* Прикладные ресурсы */

2023-05-23T06:08:22Z

Прикладные ресурсы

Vix: /* КНИГИ */

2023-05-22T21:00:22Z

КНИГИ

← Предыдущая версия		Версия от 00:00, 23 мая 2023
Строка 400:		Строка 400:

	==КНИГИ==		==КНИГИ==
	* [https://amzn.to/3h7JV8U Practical Machine Learning with Rust: Creating Intelligent Applications in Rust (English Edition)]<br>		* [https://amzn.to/3h7JV8U '''Practical Machine Learning with Rust: Creating Intelligent Applications in Rust (English Edition)''']<br>
	-- 2019/12/10, Joydeep BhattacharjeeWrite machine learning algorithms in Rust<br>		-- 2019/12/10, Joydeep BhattacharjeeWrite machine learning algorithms in Rust<br>
	- Use Rust libraries for different tasks in machine learning<br>		- Use Rust libraries for different tasks in machine learning<br>
Строка 408:		Строка 408:
	* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>		* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>
	--		--
	* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>		* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ '''DATA ANALYSIS WITH RUST NOTEBOOKS''']<br>
	-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>		-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>
	- Operations with ndarray<br>		- Operations with ndarray<br>

Vix: /* КНИГИ */

2023-05-22T20:59:41Z

КНИГИ

← Предыдущая версия		Версия от 23:59, 22 мая 2023
Строка 407:		Строка 407:
	- Deploy your code in the cloud and on bare metal servers<br>		- Deploy your code in the cloud and on bare metal servers<br>
	* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>		* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>
	#		--
	* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>		* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>
	-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>		-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>

Vix: /* КНИГИ */

2023-05-22T20:59:23Z

КНИГИ

← Предыдущая версия		Версия от 23:59, 22 мая 2023
Строка 407:		Строка 407:
	- Deploy your code in the cloud and on bare metal servers<br>		- Deploy your code in the cloud and on bare metal servers<br>
	* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>		* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>
	*#		#
	* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>		* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>
	-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>		-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>

Vix: /* КНИГИ */

2023-05-22T20:59:08Z

КНИГИ

← Предыдущая версия		Версия от 23:59, 22 мая 2023
Строка 407:		Строка 407:
	- Deploy your code in the cloud and on bare metal servers<br>		- Deploy your code in the cloud and on bare metal servers<br>
	* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>		* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>
	**		*#
	* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>		* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>
	-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>		-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>

Vix: /* КНИГИ */

2023-05-22T20:58:45Z

КНИГИ

← Предыдущая версия		Версия от 23:58, 22 мая 2023
Строка 407:		Строка 407:
	- Deploy your code in the cloud and on bare metal servers<br>		- Deploy your code in the cloud and on bare metal servers<br>
	* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>		* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>
	~~<hr>~~		**
	* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>		* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>
	-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>		-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>

Vix: /* КНИГИ */

2023-05-22T20:58:25Z

КНИГИ

← Предыдущая версия		Версия от 23:58, 22 мая 2023
Строка 407:		Строка 407:
	- Deploy your code in the cloud and on bare metal servers<br>		- Deploy your code in the cloud and on bare metal servers<br>
	* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>		* [https://github.com/Apress/practical-machine-learning-w-rust source code for this Book]<br>
	<hr ~~class="hr-dotted">~~		<hr>
	~~<style>~~
	~~.hr-dotted {~~
	~~margin: 20px 0;~~
	~~padding: 0;~~
	~~height: 0;~~
	~~border: none;~~
	~~border-top: 2px dotted #ddd;~~
	}
	~~</style~~>
	* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>		* [https://datacrayon.com/shop/product/data-analysis-with-rust-notebooks/ DATA ANALYSIS WITH RUST NOTEBOOKS]<br>
	-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>		-- 2021/9/3, Shahin RostamiPlotting with Plotters and Plotly<br>

← Предыдущая версия		Версия от 19:16, 23 мая 2023
Строка 384:		Строка 384:
	* [https://github.com/kykosic/actix-pytorch-example Serving PyTorch with Actix-Web, kykosic/actix-pytorch-example]<br>		* [https://github.com/kykosic/actix-pytorch-example Serving PyTorch with Actix-Web, kykosic/actix-pytorch-example]<br>

	==~~Форумы~~==		==ФОРУМЫ==
	Natural Language Processing in Rust : rust, 2016/12/6		* [https://www.reddit.com/r/rust/comments/5jj8vr/natural_language_processing_in_rust Natural Language Processing in Rust : rust, 2016/12/6]<br>
	Future prospect of Machine Learning in Rust Programming Language : MachineLearning, 2017/11/11		* [https://www.reddit.com/r/MachineLearning/comments/7iz51p/d_future_prospect_of_machine_learning_in_rust/ Future prospect of Machine Learning in Rust Programming Language : MachineLearning, 2017/11/11]<br>
	Interest for NLP in Rust? - The Rust Programming Language Forum, 2018/1/19		* [https://users.rust-lang.org/t/interest-for-nlp-in-rust/15331 Interest for NLP in Rust? - The Rust Programming Language Forum, 2018/1/19]<br>
	Is Rust good for deep learning and artificial intelligence? - The Rust Programming Language Forum, 2018/11/18		* [https://users.rust-lang.org/t/is-rust-good-for-deep-learning-and-artificial-intelligence/22866 Is Rust good for deep learning and artificial intelligence? - The Rust Programming Language Forum, 2018/11/18]<br>
	ndarray vs nalgebra : rust, 2019/5/28		* [https://www.reddit.com/r/rust/comments/btn1cz/ndarray_vs_nalgebra/ ndarray vs nalgebra : rust, 2019/5/28]<br>
	Taking ML to production with Rust \| Hacker News, 2019/12/2		* [https://news.ycombinator.com/item?id=21680965 Taking ML to production with Rust \| Hacker News, 2019/12/2]<br>
	Who is using Rust for Machine learning in production/research? : rust, 2020/4/5		* [https://www.reddit.com/r/rust/comments/fvehyq/d_who_is_using_rust_for_machine_learning_in/ Who is using Rust for Machine learning in production/research? : rust, 2020/4/5]<br>
	Deep Learning in Rust, 2020/8/26		* [https://www.reddit.com/r/rust/comments/igz8iv/deep_learning_in_rust/ Deep Learning in Rust, 2020/8/26]<br>
	SmartCore, fast and comprehensive machine learning library for Rust! : rust, 2020/9/29		* [https://www.reddit.com/r/rust/comments/j1mj1g/smartcore_fast_and_comprehensive_machine_learning/ SmartCore, fast and comprehensive machine learning library for Rust! : rust, 2020/9/29]<br>
	Deep Learning in Rust with GPU on ONNX, 2021/7/31		* [https://www.reddit.com/r/MachineLearning/comments/ouul33/d_p_deep_learning_in_rust_with_gpu_on_onnx/ Deep Learning in Rust with GPU on ONNX, 2021/7/31]<br>
	Rust vs. C++ the main differences between these popular programming languages, 2021/8/25		* [https://codilime.com/blog/rust-vs-cpp-the-main-differences-between-these-popular-programming-languages/ Rust vs. C++ the main differences between these popular programming languages, 2021/8/25]<br>
	I wanted to share my experience of Rust as a deep learning researcher, 2021/9/2		* [https://www.reddit.com/r/rust/comments/pft9n9/i_wanted_to_share_my_experience_of_rust_as_a_deep/ I wanted to share my experience of Rust as a deep learning researcher, 2021/9/2]<br>
	How far along is the ML ecosystem with Rust?, 2021/9/15		* [https://www.reddit.com/r/rust/comments/poglgg/how_far_along_is_the_ml_ecosystem_with_rust/ How far along is the ML ecosystem with Rust?, 2021/9/15]<br>

	==КНИГИ==		==КНИГИ==

← Предыдущая версия		Версия от 09:08, 23 мая 2023
Строка 363:		Строка 363:
	* [http://cmoran.xyz/writing/adventures_in_photogrammetry Adventures in Drone Photogrammetry Using Rust and Machine Learning (Image Segmentation with linfa and DBSCAN), 2021/11/14, CHRISTOPHER MORAN]<br>		* [http://cmoran.xyz/writing/adventures_in_photogrammetry Adventures in Drone Photogrammetry Using Rust and Machine Learning (Image Segmentation with linfa and DBSCAN), 2021/11/14, CHRISTOPHER MORAN]<br>

	==~~Прикладные ресурсы~~==		==ПРИКЛАДНЫЕ РЕСУРСЫ==
	Deep Learning in Rust: baby steps, Medium, 2016/2/2, Theodore DeRego		* [https://medium.com/@tedsta/deep-learning-in-rust-7e228107cccc Deep Learning in Rust: baby steps, Medium, 2016/2/2, Theodore DeRego]<br>
	A Rust SentencePiece implementation, Rust NLP tales, 2020/5/30		* [https://guillaume-be.github.io/2020-05-30/sentence_piece A Rust SentencePiece implementation, Rust NLP tales, 2020/5/30]<br>
	Accelerating text generation with Rust, Rust NLP tales, 2020/11/21		* [https://guillaume-be.github.io/2020-11-21/generation_benchmarks Accelerating text generation with Rust, Rust NLP tales, 2020/11/21]<br>
	A Simple Text Summarizer written in Rust, Towards Data Science, 2020/11/24~~, Charles Chan~~, Examples of Text Sentence Vector, Cosine Distance and PageRank		* [https://towardsdatascience.com/a-simple-text-summarizer-written-in-rust-4df05f9327a5 A Simple Text Summarizer written in Rust, Towards Data Science, 2020/11/24,Examples of Text Sentence Vector, Cosine Distance and PageRank] (c)[https://chancharles.medium.com/ Charles Chan]<br>
	Extracting deep learning image embeddings in Rust, RecoAI, 2021/6/1, Paweł Jankiewic, Examples of ONNX		* [https://logicai.io/blog/extracting-image-embeddings/ Extracting deep learning image embeddings in Rust, RecoAI, 2021/6/1, Paweł Jankiewic, Examples of ONNX]<br>
	Deep Learning in Rust with GPU, 2021/7/30, Xavier Tao		* [https://able.bio/haixuanTao/deep-learning-in-rust-with-gpu--26c53a7f Deep Learning in Rust with GPU, 2021/7/30, Xavier Tao]<br>
	tch-rs pretrain example - Docker for PyTorch rust bindings tch-rs. Example of pretrain model, 2021/8/15, vaaaaanquish		* [https://github.com/vaaaaanquish/tch-rs-pretrain-example-docker tch-rs pretrain example - Docker for PyTorch rust bindings tch-rs. Example of pretrain model, 2021/8/15, vaaaaanquish]<br>
	Rust ANN search Example - Image search example by approximate nearest-neighbor library In Rust, 2021/8/15, vaaaaanquish		* [https://github.com/vaaaaanquish/rust-ann-search-example Rust ANN search Example - Image search example by approximate nearest-neighbor library In Rust, 2021/8/15, vaaaaanquish]<br>
	dzamkov/deep-learning-test - Implementing deep learning in Rust using just a linear algebra library (nalgebra), 2021/8/30, dzamkov		* [https://github.com/dzamkov/deep-learning-test dzamkov/deep-learning-test - Implementing deep learning in Rust using just a linear algebra library (nalgebra), 2021/8/30, dzamkov]<br>
	vaaaaanquish/rust-machine-learning-api-example - The axum example that uses resnet224 to infer images received in base64 and returns the results., 2021/9/7, vaaaaanquish		* [https://github.com/vaaaaanquish/rust-machine-learning-api-example vaaaaanquish/rust-machine-learning-api-example - The axum example that uses resnet224 to infer images received in base64 and returns the results., 2021/9/7, vaaaaanquish]<br>
	Rust for Machine Learning: Benchmarking Performance in One-shot - A Rust implementation of Siamese Neural Networks for One-shot Image Recognition for benchmarking performance and results, UofT Machine Intelligence Student Team		* [https://utmist.gitlab.io/projects/rust-ml-oneshot/ Rust for Machine Learning: Benchmarking Performance in One-shot - A Rust implementation of Siamese Neural Networks for One-shot Image Recognition for benchmarking performance and results, UofT Machine Intelligence Student Team]<br>
	Why Wallaroo Moved From Pony To Rust, 2021/8/19, Wallaroo.ai		* [https://wallarooai.medium.com/why-wallaroo-moved-from-pony-to-rust-292e7339fc34 Why Wallaroo Moved From Pony To Rust, 2021/8/19, Wallaroo.ai]<br>
	epwalsh/rust-dl-webserver - Example of serving deep learning models in Rust with batched prediction, 2021/11/16, epwalsh		* [https://github.com/epwalsh/rust-dl-webserver epwalsh/rust-dl-webserver - Example of serving deep learning models in Rust with batched prediction, 2021/11/16, epwalsh]<br>
	Production users - Rust Programming Language, by rust-lang.org		* [https://www.rust-lang.org/production/users Production users - Rust Programming Language, by rust-lang.org]<br>
	Taking ML to production with Rust: a 25x speedup, A LEARNING JOURNAL, 2019/12/1, @algo_luca		* [https://www.lpalmieri.com/posts/2019-12-01-taking-ml-to-production-with-rust-a-25x-speedup/ Taking ML to production with Rust: a 25x speedup, A LEARNING JOURNAL, 2019/12/1] (c) [https://twitter.com/algo_luca @algo_luca]<br>
	9 Companies That Use Rust in Production, serokell, 2020/11/18, Gints Dreimanis		* [https://serokell.io/blog/rust-companies 9 Companies That Use Rust in Production, serokell, 2020/11/18, Gints Dreimanis]<br>
	Masked Language Model on Wasm, BERT on flontend examples, optim-corp/masked-lm-wasm, 2021/8/27, Optim		* [https://github.com/optim-corp/masked-lm-wasm/ Masked Language Model on Wasm, BERT on flontend examples, optim-corp/masked-lm-wasm, 2021/8/27, Optim]<br>
	Serving TensorFlow with Actix-Web, kykosic/actix-tensorflow-example		* [https://github.com/kykosic/actix-tensorflow-example Serving TensorFlow with Actix-Web, kykosic/actix-tensorflow-example]<br>
	Serving PyTorch with Actix-Web, kykosic/actix-pytorch-example		* [https://github.com/kykosic/actix-pytorch-example Serving PyTorch with Actix-Web, kykosic/actix-pytorch-example]<br>

	==Форумы==		==Форумы==