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13 changes: 8 additions & 5 deletions README.md
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Expand Up @@ -142,6 +142,8 @@ Este módulo apresenta o conceito de classificação de imagens, por que ela é
#### Classificação de imagens

##### Material


| ID | Descrição | Links | Fonte |
|----|-------------|:-----:|:-----------:|
| 5.1.1 | O que é visão computacional? | [video](https://www.youtube.com/watch?v=fK8elevliKI&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=3) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
Expand All @@ -152,6 +154,7 @@ Este módulo apresenta o conceito de classificação de imagens, por que ela é




#### Convolutional Neural Network (CNN)

##### Material
Expand All @@ -161,23 +164,23 @@ Este módulo apresenta o conceito de classificação de imagens, por que ela é
| 5.2.1 | Convolução de imagem | [video](https://www.youtube.com/watch?v=glSdYcpP_v8&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=14) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.2.2 | Camada de pooling | [video](https://www.youtube.com/watch?v=E9TNa_6Askc&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=15) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.2.3 | Rede neural convolucional | [video](https://www.youtube.com/watch?v=30ikzV8Fi-0&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=16) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.2.4 | CNN no keras | [slides](Module%206%20-%20Image%20Classification%20with%20Deep%20Learning/6.2.4.cnn-in-keras.3.pptx?raw=true) | [[3]](#3-slides-and-written-material-for-tinyml-courseware-by-harvard-university-is-licensed-under-cc-by-nc-sa-40) |
| 5.2.5 | Treinando uma CNN no Edge Impulse| [video](https://www.youtube.com/watch?v=fihp_CqlcZU&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=17) [doc](Module%206%20-%20Image%20Classification%20with%20Deep%20Learning/6.2.6.training-a-cnn-in-edge-impulse.2.docx?raw=true) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.2.4 | CNN no keras | [slides](Module%205%20-%20Image%20Classification%20with%20Deep%20Learning/6.2.4.cnn-in-keras.3.pdf?raw=true) | [[3]](#3-slides-and-written-material-for-tinyml-courseware-by-harvard-university-is-licensed-under-cc-by-nc-sa-40) |
| 5.2.5 | Treinando uma CNN no Edge Impulse| [video](https://www.youtube.com/watch?v=fihp_CqlcZU&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=17) [doc](Module%205%20-%20Image%20Classification%20with%20Deep%20Learning/6.2.6.training-a-cnn-in-edge-impulse.2.pdf?raw=true) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |



#### Analisando CNNs, Data Augmentation e aprendizagem por transferência (_transfer learning_)

##### Lecture Material
##### Material

| ID | Descrição | Links | Fonte |
|----|-------------|:-----:|:-----------:|
| 5.3.1 | Visualizações da CNN | [video](https://www.youtube.com/watch?v=TmOgYgY0fTc&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=18) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.3.2 | Data augmentation | [video](https://www.youtube.com/watch?v=AB4dLvW5mus&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=19) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.3.3 | Evitando overfitting com aumento de dados | [slides](Module%206%20-%20Image%20Classification%20with%20Deep%20Learning/6.3.4.avoiding-overfitting-with-data-augmentation.3.pptx?raw=true) | [[3]](#3-slides-and-written-material-for-tinyml-courseware-by-harvard-university-is-licensed-under-cc-by-nc-sa-40) |
| 5.3.3 | Evitando overfitting com aumento de dados | [slides](Module%205%20-%20Image%20Classification%20with%20Deep%20Learning/6.3.4.avoiding-overfitting-with-data-augmentation.3.pdf?raw=true) | [[3]](#3-slides-and-written-material-for-tinyml-courseware-by-harvard-university-is-licensed-under-cc-by-nc-sa-40) |
| 5.3.4 | Explorando funções de perda e otimizadores | [doc](Module%206%20-%20Image%20Classification%20with%20Deep%20Learning/6.3.6.exploring-loss-functions-and-optimizers.3.docx?raw=true) | [[3]](#3-slides-and-written-material-for-tinyml-courseware-by-harvard-university-is-licensed-under-cc-by-nc-sa-40) |
| 5.3.5 | Transferir aprendizagem e MobileNet | [video](https://www.youtube.com/watch?v=93eczumOpx8&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=20) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.3.6 | Transfer learning com Edge Impulse | [video](https://www.youtube.com/watch?v=93eczumOpx8&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=20) [slides](Module%206%20-%20Image%20Classification%20with%20Deep%20Learning/6.3.7.transfer-learning-and-mobilenet.2.pptx?raw=true) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |
| 5.3.6 | Transfer learning com Edge Impulse | [video](https://www.youtube.com/watch?v=93eczumOpx8&list=PL7VEa1KauMQqQw7duQEB6GSJwDS06dtKU&index=20) [slides](Module%205%20-%20Image%20Classification%20with%20Deep%20Learning/6.3.7.transfer-learning-and-mobilenet.2.pdf?raw=true) | [[2]](#2-slides-and-written-material-for-computer-vision-with-embedded-machine-learning-by-edge-impulse-is-licensed-under-cc-by-nc-sa-40) |



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