LIME for ECG Time Series Dataset Example

LIME (Local Interpretable Model-Agnostic Explanations) — популярный модет в решении задачи интерпретации. Он основан на простой идее — приблизить прогнозы сложного оценщика (например, нейронной сети) простым — обычно линейной/логистической регрессией. Применить LIME можно из коробки при помощи одноименной библиотеки [ lime ]. Однако, при применении LIME к, в частности, к временным рядам возникают особенности. Поэтому в чистом виде lime для TimeSeries не всегда легко применить. И в этом туториале мы сделаем приближенение метода самостотельно! :)

https://habr.com/ru/articles/926082/

#explanation #xai #convolutional_neural_network #neural_networks #machine_learning

𝐉𝐨𝐮𝐫𝐧𝐚𝐥 𝐨𝐟 𝐄𝐥𝐞𝐜𝐭𝐫𝐨𝐧𝐢𝐜 & 𝐈𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 | 𝐕𝐨𝐥𝐮𝐦𝐞 𝟎𝟓 | 𝐈𝐬𝐬𝐮𝐞 𝟎𝟐 | 𝐎𝐜𝐭𝐨𝐛𝐞𝐫 𝟐𝟎𝟐𝟑

🖥 Stressed Coral Reef Identification Using Deep Learning CNN Techniques 👉 This proposed work helps to prevent the corals from bleaching and restore them to a healthy condition by identifying the root cause of the threats. #Stressed_coral_reef #Deep_learning #Convolutional_neural_network #Pre_trained_models 🔗 DOI: ✉ Email: [email protected] 👩‍💼 Managing Editor: Shy Zhang 🖥 The…

https://myfavorite621.wordpress.com/2024/03/01/%f0%9d%90%89%f0%9d%90%a8%f0%9d%90%ae%f0%9d%90%ab%f0%9d%90%a7%f0%9d%90%9a%f0%9d%90%a5-%f0%9d%90%a8%f0%9d%90%9f-%f0%9d%90%84%f0%9d%90%a5%f0%9d%90%9e%f0%9d%90%9c%f0%9d%90%ad%f0%9d%90%ab%f0%9d%90%a8-4/

#Deep_learning for real-time #molecular #imaging.

#AI #FCS #convolutional_neural_network

https://phys.org/news/2024-02-deep-real-molecular-imaging.html

𝐉𝐨𝐮𝐫𝐧𝐚𝐥 𝐨𝐟 𝐄𝐥𝐞𝐜𝐭𝐫𝐨𝐧𝐢𝐜 & 𝐈𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 | 𝐕𝐨𝐥𝐮𝐦𝐞 𝟎𝟓 | 𝐈𝐬𝐬𝐮𝐞 𝟎𝟐 | 𝐎𝐜𝐭𝐨𝐛𝐞𝐫 𝟐𝟎𝟐𝟑

🖥 Stressed Coral Reef Identification Using Deep Learning CNN Techniques 👉 This proposed work helps to prevent the corals from bleaching and restore them to a healthy condition by identifying the root cause of the threats. #Stressed_coral_reef #Deep_learning #Convolutional_neural_network #Pre_trained_models 🔗 DOI: ✉ Email: [email protected] 👩‍💼 Managing Editor: Shy Zhang 🖥 The…

https://myfavorite621.wordpress.com/2024/01/24/%f0%9d%90%89%f0%9d%90%a8%f0%9d%90%ae%f0%9d%90%ab%f0%9d%90%a7%f0%9d%90%9a%f0%9d%90%a5-%f0%9d%90%a8%f0%9d%90%9f-%f0%9d%90%84%f0%9d%90%a5%f0%9d%90%9e%f0%9d%90%9c%f0%9d%90%ad%f0%9d%90%ab%f0%9d%90%a8-3/

𝐉𝐨𝐮𝐫𝐧𝐚𝐥 𝐨𝐟 𝐄𝐥𝐞𝐜𝐭𝐫𝐨𝐧𝐢𝐜 & 𝐈𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 | 𝐕𝐨𝐥𝐮𝐦𝐞 𝟎𝟓 | 𝐈𝐬𝐬𝐮𝐞 𝟎𝟐 | 𝐎𝐜𝐭𝐨𝐛𝐞𝐫 𝟐𝟎𝟐𝟑

𝐉𝐨𝐮𝐫𝐧𝐚𝐥 𝐨𝐟 𝐄𝐥𝐞𝐜𝐭𝐫𝐨𝐧𝐢𝐜 & 𝐈𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 | 𝐕𝐨𝐥𝐮𝐦𝐞 𝟎𝟓 | 𝐈𝐬𝐬𝐮𝐞 𝟎𝟐 | 𝐎𝐜𝐭𝐨𝐛𝐞𝐫 𝟐𝟎𝟐𝟑 🖥 Stressed Coral Reef Identification Using Deep Learning CNN Techniques 👉 This proposed work helps to prevent the corals from bleaching and restore them to a healthy condition by identifying the root cause of the threats. #Stressed_coral_reef #Deep_learning #Convolutional_neural_network #Pre_trained_models 🔗…

https://myfavorite621.wordpress.com/2023/12/15/%f0%9d%90%89%f0%9d%90%a8%f0%9d%90%ae%f0%9d%90%ab%f0%9d%90%a7%f0%9d%90%9a%f0%9d%90%a5-%f0%9d%90%a8%f0%9d%90%9f-%f0%9d%90%84%f0%9d%90%a5%f0%9d%90%9e%f0%9d%90%9c%f0%9d%90%ad%f0%9d%90%ab%f0%9d%90%a8-2/