azw3, ENG] + Code

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Matthew Kirk - Thoughtful Machine Learning [2015, PDF/EPUB/azw3, ENG] + Code (Size: 99.15 MB)

		Examples
		examples-master
		.gitignore	49 B
		2-k-nearest-neighbors
		Gemfile	221 B
		Gemfile.lock	801 B
		Rakefile	163 B
		app.rb	1.2 KB
		config
		bootstrap.rb	106 B
		config.ru	66 B
		data
		haarcascade_frontalface_alt.xml	898.31 KB
		lib
		face.rb	912 B
		image.rb	1.39 KB
		neighborhood.rb	1.82 KB
		public
		att_faces
		README	1.54 KB
		s1
		1.png	9.04 KB
		10.png	9.43 KB
		2.png	8.61 KB
		3.png	8.95 KB
		4.png	9.13 KB
		5.png	9.23 KB
		6.png	8.7 KB
		7.png	9.04 KB
		8.png	9.36 KB
		9.png	9.38 KB
		attributes.json	86 B
		s10
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		10.png	9.42 KB
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		3.png	9.64 KB
		4.png	9.72 KB
		5.png	9.53 KB
		6.png	9.49 KB
		7.png	9.55 KB
		8.png	9.53 KB
		9.png	9.54 KB
		attributes.json	88 B
		s11
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		6.png	9.62 KB
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		attributes.json	85 B
		s12
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		5.png	9.64 KB
		6.png	9.51 KB
		7.png	9.62 KB
		8.png	9.46 KB
		9.png	9.47 KB
		attributes.json	86 B
		s13
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		10.png	9.44 KB
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		4.png	9.44 KB
		5.png	9.44 KB
		6.png	9.34 KB
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		attributes.json	85 B
		s14
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		attributes.json	83 B
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		attributes.json	85 B
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		attributes.json	84 B
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		attributes.json	218 B
		s18
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		attributes.json	86 B
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		attributes.json	220 B
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		attributes.json	85 B
		s20
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		attributes.json	220 B
		s21
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		attributes.json	86 B
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		attributes.json	86 B
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		attributes.json	86 B
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		attributes.json	85 B
		s26
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		attributes.json	85 B
		s27
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		attributes.json	84 B
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		attributes.json	84 B
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		attributes.json	86 B
		s3
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		attributes.json	86 B
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		attributes.json	86 B
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		attributes.json	85 B
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		attributes.json	88 B
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		attributes.json	84 B
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		attributes.json	85 B
		css
		bootstrap-theme.css	16.42 KB
		bootstrap-theme.min.css	14.64 KB
		bootstrap.css	117.08 KB
		bootstrap.min.css	95.06 KB
		faces
		716b58ace2f37628635da9e743c401c8.jpg?042148	6.16 KB
		avatar_f50cee4c267ca55a5024e96bebc52f41.jpg?042148	1.23 KB
		avatar_raw.jpg?042148	1.23 KB
		extracted_10.png	22 KB
		extracted_3.png	21.83 KB
		extracted_6.png	22.53 KB
		extracted_8.png	21.03 KB
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		extracted_avatar_f50cee4c267ca55a5024e96bebc52f41.jpg?042148	4.61 KB
		f50cee4c267ca55a5024e96bebc52f41.jpg?042148	6.75 KB
		fonts
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		glyphicons-halflings-regular.eot	13.75 KB
		glyphicons-halflings-regular.svg	61.68 KB
		glyphicons-halflings-regular.ttf	28.82 KB
		glyphicons-halflings-regular.woff	16.06 KB
		js
		.DS_Store	6 KB
		bootstrap.js	57.09 KB
		bootstrap.min.js	27.08 KB
		scriptcam.js	7.74 KB
		scriptcam.lic	0 B
		scriptcam.swf	395.38 KB
		upload.gif	1.33 KB
		webcamlogo.png	1.12 KB
		test
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		attributes.json	46 B
		avatar.jpg?042148	1.23 KB
		raw.jpg?042148	6.16 KB
		lib
		face_spec.rb	1.34 KB
		image_spec.rb	1.01 KB
		neighborhood_spec.rb	3.47 KB
		spec_helper.rb	432 B
		views
		home.erb	1.9 KB
		layout.erb	1.69 KB
		similar_face.erb	818 B
		3-naive-bayesian-classification
		Gemfile	87 B
		Gemfile.lock	412 B
		Rakefile	163 B
		config
		bootstrap.rb	80 B
		data
		SPAMTrain.label	76.06 KB
		TRAINING
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		TRAIN_04320.eml	25.7 KB
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		TRAIN_04322.eml	8.16 KB
		TRAIN_04323.eml	3.69 KB
		TRAIN_04324.eml	700 B
		TRAIN_04325.eml	6.92 KB
		TRAIN_04326.eml	6.98 KB
		readme.txt	3.33 KB
		lib
		email.rb	1.13 KB
		spam_in_redis.rb	781 B
		spam_trainer.rb	1.83 KB
		store_in_memory.rb	840 B
		tokenizer.rb	899 B
		test
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		fold1.label	76.75 KB
		fold2.label	76.72 KB
		html.eml	5.67 KB
		keyfile.label	35 B
		keyfile2.label	89 B
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		small.eml	1.69 KB
		lib
		cross_validation_spec.rb	2.27 KB
		email_spec.rb	1.88 KB
		spam_trainer_spec.rb	2.96 KB
		tokenizer_spec.rb	1.58 KB
		spec_helper.rb	306 B
		4-hidden-markov-models
		data
		.DS_Store	6 KB
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		ca01	19.71 KB
		ca02	19.88 KB
		ca03	19.74 KB
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		ca11	19.27 KB
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		ca19	19.79 KB
		ca20	19.74 KB
		ca21	19.87 KB
		ca22	20.12 KB
		ca23	20.07 KB
		ca24	19.59 KB
		ca25	20.06 KB
		ca26	19.46 KB
		ca27	20.06 KB
		ca28	19.17 KB
		ca29	20.11 KB
		ca30	18.91 KB
		ca31	19.91 KB
		ca32	19.57 KB
		ca33	19.88 KB
		ca34	19.51 KB
		ca35	19.46 KB
		ca36	19.66 KB
		ca37	20.36 KB
		ca38	18.12 KB
		ca39	19.53 KB
		ca40	19.84 KB
		ca41	19.78 KB
		ca42	19.6 KB
		ca43	19.72 KB
		ca44	19.55 KB
		categories.pickle	23.34 KB
		cats.txt	6.83 KB
		cb01	19.7 KB
		cb02	19.69 KB
		cb03	18.93 KB
		cb04	19.34 KB
		cb05	19.57 KB
		cb06	19.9 KB
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		cb12	19.48 KB
		cb13	19.15 KB
		cb14	18.94 KB
		cb15	19.94 KB
		cb16	19.66 KB
		cb17	19.28 KB
		cb18	19.48 KB
		cb19	19.59 KB
		cb20	19.37 KB
		cb21	19.2 KB
		cb22	20.15 KB
		cb23	19.47 KB
		cb24	19.76 KB
		cb25	19.86 KB
		cb26	19.63 KB
		cb27	19.29 KB
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		cc02	19.91 KB
		cc03	20.18 KB
		cc04	19.57 KB
		cc05	20.02 KB
		cc06	20.43 KB
		cc07	20.79 KB
		cc08	19.75 KB
		cc09	20.02 KB
		cc10	20.44 KB
		cc11	21.09 KB
		cc12	20.36 KB
		cc13	19.5 KB
		cc14	22 KB
		cc15	21.47 KB
		cc16	19.42 KB
		cc17	20.17 KB
		cd01	18.31 KB
		cd02	19.54 KB
		cd03	20.31 KB
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		cd05	20.43 KB
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		cd07	18.51 KB
		cd08	19.5 KB
		cd09	20.32 KB
		cd10	19.77 KB
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		cd12	20.43 KB
		cd13	17.82 KB
		cd14	20.05 KB
		cd15	19.58 KB
		cd16	19.65 KB
		cd17	19.22 KB
		ce01	19.43 KB
		ce02	18.47 KB
		ce03	19.36 KB
		ce04	19.97 KB
		ce05	19.66 KB
		ce06	18.98 KB
		ce07	19.01 KB
		ce08	18.79 KB
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Description

Книги и журналы » Компьютерная литература » Программирование (книги)

Thoughtful Machine Learning + Code

Внимание! Раздача обновлена 11 августа 2015. Добавлены исходники и файлы книги в форматах EPUB и azw3.

Год: 2015
Автор: Matthew Kirk
Издательство: O’Reilly
ISBN: 978-1-449-37406-8
Язык: Английский
Формат: PDF/EPUB/azw3
Качество: Изначально компьютерное (eBook)
Интерактивное оглавление: Да
Количество страниц: 235
Описание: Learn how to apply test-driven development (TDD) to machine-learning algorithms—and catch mistakes that could sink your analysis. In this practical guide, author Matthew Kirk takes you through the principles of TDD and machine learning, and shows you how to apply TDD to several machine-learning algorithms, including Naive Bayesian classifiers and Neural Networks.
Machine-learning algorithms often have tests baked in, but they can’t account for human errors in coding. Rather than blindly rely on machine-learning results as many researchers have, you can mitigate the risk of errors with TDD and write clean, stable machine-learning code. If you’re familiar with Ruby 2.1, you’re ready to start.
[spoiler="Примеры страниц"]

[/spoiler]
[spoiler="Оглавление"]
Prefaceix
1. Test-Driven Machine Learning 1
2. A Quick Introduction to Machine Learning 15
3. K-Nearest Neighbors Classification 21
4. Naive Bayesian Classification 51
5. Hidden Markov Models 75
6. Support Vector Machines 99
7. Neural Networks 125
8. Clustering 153
9. Kernel Ridge Regression 169
10. Improving Models and Data Extraction 187
11. Putting It All Togethe r205
Index 209
[/spoiler]
Опубликовано группой

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Matthew Kirk - Thoughtful Machine Learning [2015, PDF/EPUB/azw3, ENG] + Code

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