IA LeMans StudyGroup Batch 00 | september 2017
Usages actuels de l'IA | regression lineaire et descente de gradient | réseau neuronal (principes)
Support de présentation https://github.com/IALeMans/batch00/blob/master/IALeMans%20StudyGroup%20batch%2000%20-%20presentation.pdf
Retour sur l'entrainement d'un réseau de neurones | réseau convolutionnel en traitement d'images | évolutions des architectures des convnet de 1998 à 2015 | cas pratique de classification d'images
Support de présentation https://github.com/IALeMans/batch00/blob/master/IALeMans%20StudyGroup%20batch%2000%20part%202%20-%20presentation.pdf
##Vidéos :
- Moley Robotics Kitchen https://youtu.be/BSBTCOEdLkA
- A.I. Experiments: Thing Translator (Google) https://youtu.be/bH5sU7ew5V4
- Silicon Valley: Season 4 Episode 4: Not Hotdog (HBO) https://youtu.be/ACmydtFDTGs
- Seeing AI app https://youtu.be/bqeQByqf_f8
##Tutos Classification :
- https://codelabs.developers.google.com/codelabs/tensorflow-for-poets/
- repo github Converse VS NewBalance https://github.com/IALeMans/image-classifier
le Natural Language Processing | cas d'usage les technos associées : word embedding, RNN-LSTM-GRU, SEQ2SEQ-Attention Mechanism-CTC, convolution network for NLP Allo-Media.fr : le pitch, DeepSpeech2, témoignage et perspectives dans le domaine de la transco vocale
Machine Learning is Fun!
- The world’s easiest introduction to Machine Learning (Part 1) https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471
- Using Machine Learning to generate Super Mario Maker levels (Part 2) https://medium.com/@ageitgey/machine-learning-is-fun-part-2-a26a10b68df3
- Deep Learning and Convolutional Neural Networks (Part 3) https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721
- Modern Face Recognition with Deep Learning (Part 4) https://medium.com/@ageitgey/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78
- Language Translation with Deep Learning and the Magic of Sequences (Part 5) https://medium.com/@ageitgey/machine-learning-is-fun-part-5-language-translation-with-deep-learning-and-the-magic-of-sequences-2ace0acca0aa
- How to do Speech Recognition with Deep Learning (Part 6) https://medium.com/@ageitgey/machine-learning-is-fun-part-6-how-to-do-speech-recognition-with-deep-learning-28293c162f7a
- Abusing Generative Adversarial Networks to Make 8-bit Pixel Art (Part 7) https://medium.com/@ageitgey/abusing-generative-adversarial-networks-to-make-8-bit-pixel-art-e45d9b96cee7
- How to Intentionally Trick Neural Networks (Part 8) https://medium.com/@ageitgey/machine-learning-is-fun-part-8-how-to-intentionally-trick-neural-networks-b55da32b7196
https://fr.coursera.org/learn/machine-learning https://www.coursera.org/specializations/deep-learning https://www.udacity.com/course/deep-learning--ud730