Recurrent Neural Networks - EXPLAINED!
Understand exactly how RNNs work on the inside and why they are so versatile (NLP applications, Time Series Analysis, etc). We are also going to construct a recurrent neural net from scratch using only numpy!
Follow me on M E D I U M: https://towardsdatascience.com/likelihood-probability-and-the-math-you-should-know-9bf66db5241b
Code: https://github.com/dennybritz/rnn-tutorial-rnnlm
(Give this dude a * for his hard work!)
Patreon: https://www.patreon.com/CodeEmporium
Quora: https://www.quora.com/profile/Ajay-Halthor
REFERENCES
[1] Slides from the Deep Learning book for RNNs: https://www.de…
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Linear Regression and Multiple Regression
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Generative Adversarial Networks - FUTURISTIC & FUN AI !
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Mask Region based Convolution Neural Networks - EXPLAINED!
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Attention in Neural Networks
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One Neural network learns EVERYTHING ?!
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Neural Voice Cloning
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Unpaired Image-Image Translation using CycleGANs
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K-Means Clustering - EXPLAINED!
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Hypothesis testing with Applications in Data Science
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Support Vector Machines - THE MATH YOU SHOULD KNOW
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DropBlock - A BETTER DROPOUT for Neural Networks
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Autoencoders - EXPLAINED
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Recurrent Neural Networks - EXPLAINED!
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LSTM Networks - EXPLAINED!
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Evolution of Face Generation | Evolution of GANs
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How does Google Translate's AI work?
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How to keep up with AI research?
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How does YouTube recommend videos? - AI EXPLAINED!
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Variational Autoencoders - EXPLAINED!
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Logistic Regression - VISUALIZED!
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Boosting - EXPLAINED!
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Transformer Neural Networks - EXPLAINED! (Attention is all you need)
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Loss Functions - EXPLAINED!
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Optimizers - EXPLAINED!
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NLP with Neural Networks & Transformers
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Batch Normalization - EXPLAINED!
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Activation Functions - EXPLAINED!
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Data Scientist Answers Interview Questions
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Why use GPU with Neural Networks?
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How do GPUs speed up Neural Network training?
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BERT Neural Network - EXPLAINED!
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MLconfEU 2020: Machine Learning Conference for Software Engineers
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Are Neural Networks Intelligent?
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Time Series Forecasting with Machine Learning
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Few Shot Learning - EXPLAINED!
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How does a Data Scientist Fight FRAUD?
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How would a Data Scientist analyze Customer Churn?
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Expectations with Machine Learning
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Why Logistic Regression DOESN'T return probabilities?!
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How you SHOULD code Machine Learning
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DeepCamp AI