MachineLearningIsEasy

## command_list
•	mkdir /tmp/resnet
– создаем дирректорию.
•	curl -s https://storage.googleapis.com/download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz | tar --strip-components=2 -C /tmp/resnet -xvz
- копируем архив с моделью по ссылке в созданную директорию и разархивируем его.
•	docker pull tensorflow/serving
- загружаем docker образ с tensorflow serving.
•	docker run -p 8501:8501 --name tfserving_resnet \
--mount type=bind,source=/tmp/resnet,target=/models/resnet \
-e MODEL_NAME=resnet -t tensorflow/serving &
- монтируем контейнер из загруженного образа с доступом через порт 8501

## Titanic.ipynb

      
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              Created
              March 30, 2020 13:42
            
              
                Sklearn and pandas example
              
          
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## Django_deploy.txt
Инструкция по настройке Django-приложения на сервере

1. Подключаем услугу VPS c операционной системой Ubuntu (например, на reg.ru).

2. Проверяем подключение по SSH (в терминале: ssh root@ip).

3. Проверяем подключение по ftp (выбираем ftp-клиента исходя из своей операционной системы и вкуса).

4. Устанавливаем нужную версию интерпретатора python согласно инструкции через ssh.
https://tecadmin.net/install-python-3-8-ubuntu/

## osmnx_example.ipynb

      
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              June 19, 2020 09:58
            
              
                Example using osmnx on dataset airbnb NY 2019 
              
          
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## ML_osmnx.ipynb

      
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              June 26, 2020 19:40
            
              
                Regression example with geo coordinate as features of a machine learning model. Part 1
              
          
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## ML_osmnx_part_2.ipynb

      
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              July 3, 2020 11:45
            
              
                Regression example with geo coordinate and text as features of a machine learning model. Part 2
              
          
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## Satellite_images_example.ipynb

      
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              September 11, 2020 11:47
            
              
                Download satellite images from sentelhub
              
          
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## Seq2Seq_with_pytorch.ipynb

      
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              October 12, 2020 11:05
            
              
                Create and train seq2seq model with pytorch
              
          
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## 2_Векторные_представления.ipynb

      
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              October 22, 2020 11:19
            
              
                NLP векторные представления текстов
              
          
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## 3_Тюнинг_модели_отбор_фичей.ipynb

      
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              Created
              October 26, 2020 20:26
            
              
                NLP grid search, feature selection, grid search
              
          
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	• mkdir /tmp/resnet
	– создаем дирректорию.
	• curl -s https://storage.googleapis.com/download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz \| tar --strip-components=2 -C /tmp/resnet -xvz
	- копируем архив с моделью по ссылке в созданную директорию и разархивируем его.
	• docker pull tensorflow/serving
	- загружаем docker образ с tensorflow serving.
	• docker run -p 8501:8501 --name tfserving_resnet \
	--mount type=bind,source=/tmp/resnet,target=/models/resnet \
	-e MODEL_NAME=resnet -t tensorflow/serving &
	- монтируем контейнер из загруженного образа с доступом через порт 8501
	Инструкция по настройке Django-приложения на сервере

	1. Подключаем услугу VPS c операционной системой Ubuntu (например, на reg.ru).

	2. Проверяем подключение по SSH (в терминале: ssh root@ip).

	3. Проверяем подключение по ftp (выбираем ftp-клиента исходя из своей операционной системы и вкуса).

	4. Устанавливаем нужную версию интерпретатора python согласно инструкции через ssh.
	https://tecadmin.net/install-python-3-8-ubuntu/