LSTM Networks - EXPLAINED!
Recurrent neural nets are very versatile. However, they don’t work well for longer sequences. Why is this the case? You’ll understand that now. And we delve into one of the most common Recurrent Neural Network Architectures : LSTM. We also build a text generator in Keras to generate state union speeches.
BLOG: / dataemporium
PLAYLISTS FROM MY CHANNEL
⭕ Reinforcement Learning: • Reinforcement Learning 101
Natural Language Processing: • Natural Language Processing 101
⭕ Transformers from Scratch: • Natural Language Processing 101
⭕ ChatGPT Playlist: • ChatGPT
⭕ Convolutional Neural Networks: • Convolution Neural Networks
⭕ The Math You Should Know : • The Math You Should Know
⭕ Probability Theory for Machine Learning: • Probability Theory for Machine Learning
⭕ Coding Machine Learning: • Code Machine Learning
MATH COURSES (7 day free trial)
📕 Mathematics for Machine Learning: https://imp.i384100.net/MathML
📕 Calculus: https://imp.i384100.net/Calculus
📕 Statistics for Data Science: https://imp.i384100.net/AdvancedStati...
📕 Bayesian Statistics: https://imp.i384100.net/BayesianStati...
📕 Linear Algebra: https://imp.i384100.net/LinearAlgebra
📕 Probability: https://imp.i384100.net/Probability
OTHER RELATED COURSES (7 day free trial)
📕 ⭐ Deep Learning Specialization: https://imp.i384100.net/Deep-Learning
📕 Python for Everybody: https://imp.i384100.net/python
📕 MLOps Course: https://imp.i384100.net/MLOps
📕 Natural Language Processing (NLP): https://imp.i384100.net/NLP
📕 Machine Learning in Production: https://imp.i384100.net/MLProduction
📕 Data Science Specialization: https://imp.i384100.net/DataScience
📕 Tensorflow: https://imp.i384100.net/Tensorflow
CODE FOR THIS VIDEO: https://github.com/ajhalthor/Keras_LS...
REFERENCES
[1] LSTM Landmark paper (Sepp Hochreiter ): https://www.bioinf.jku.at/publication...
[1] Slides from the Deep Learning book for RNNs: https://www.deeplearningbook.org/slid...
[2] Andrej Karpathy’s Blog + Code (You can probably understand more from this now!): http://karpathy.github.io/2015/05/21/...
[3] The Deep learning Book on Sequence Modeling: https://www.deeplearningbook.org/cont...
[4] Colah’s blog on LSTMs: http://colah.github.io/posts/2015-08-...
[6] Visualizing and Understanding RNNs : https://arxiv.org/pdf/1506.02078.pdf
Смотрите видео LSTM Networks - EXPLAINED! онлайн без регистрации, длительностью часов минут секунд в хорошем качестве. Это видео добавил пользователь CodeEmporium 06 Декабрь 2018, не забудьте поделиться им ссылкой с друзьями и знакомыми, на нашем сайте его посмотрели 302,028 раз и оно понравилось 5.4 тысяч людям.