Recurrent Neural Networks (LSTM / RNN) Implementation with Keras - Python

Показать описание

#RNN #LSTM #RecurrentNeuralNetworks #Keras #Python #DeepLearning

In this tutorial, we implement Recurrent Neural Networks with LSTM as example with keras and Tensorflow backend. The same procedure can be followed for a Simple RNN.

We implement Multi layer RNN, visualize the convergence and results. We then implement for variable sized inputs.

Recurrent Neural Networks RNN / LSTM / GRU are a very popular type of Neural Networks which captures features from time series or sequential data. It has amazing results with text and even Image Captioning.

In this example we try to predict the next digit given a sequence of digits. Same concept can be extended to text images and even music.

Find the codes here

Рекомендации по теме

Комментарии

Best and easiest to understand LSTM implementation on Youtube. Loved how you show things not working at first and then you trying different solutions to make the model learn.

superaluis

The best LSTM example in Youtube, thanks a lot

honestcommenter

That small part in the end, how to train for different lengths of input sequence, that small part that is happiness. God bless bro

raghuwanshraj

Welcome to the semicolon, where we'll be using Python...

cubicinfinity

You have solved a big problem of mine that took me whole 2 days to solve, thank you man,
may god bless you

shobhitsrivastava

It was pleasure watching out this video. You are doing really GREAT

pranavraj

Excellent work, congrats. and thanks.

edphi

Tutorials like this makes you wanna do more and learn more :-)

tech-py

So surprised to see the performance improvement by normalising the input. Thank you.

GongweiWang

your channel is underrated
u're doing a pretty good job keep up :)

portgasdace

Thanks bro, This is exactly what I was looking for.

unknownuser

Thanks for the tutorial. Really helpful.

JuanFlores-kimh

Thank you very much! Short and full of Information, without fancy or difficult stuff! Like IT!

mariustrollmann

Good video.
If you add the activation it will make the learn fast without adding a new layer.
Example:
model.add(LSTM(1, activation='relu', batch_input_shape=(None, 5, 1), return_sequences=False))

rquintal

so helpful to built my fist lstm model..thanks a lot

amitsahoo

With such simple data and high epochs, there's a very good chance that you're over-fitting. You should try testing it with an input sequence it hasn't seen.

braelyn.b__

thank you Semicolon, this helped a lot!

sebiderug

U r typing very very speed good to see it😍

laxminarasimhaduggaraju

Great video. Please make more video on keras.

ravikantitare

good, its the best tutorial ive ever seen

haokunliu

Recurrent Neural Networks (LSTM / RNN) Implementation with Keras - Python

What is LSTM (Long Short Term Memory)?

Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)

Recurrent Neural Networks (RNNs), Clearly Explained!!!

The Power of Recurrent Neural Networks (RNN)

Long Short-Term Memory (LSTM), Clearly Explained

MIT 6.S191: Recurrent Neural Networks, Transformers, and Attention

Tutorial 34- LSTM Recurrent Neural Network In Depth Intuition

Recurrent Neural Networks | LSTM Price Movement Predictions For Trading Algorithms

Quantum Computing Qubit Patent Classification with LSTM Recurrent Neural Networks

Illustrated Guide to LSTM's and GRU's: A step by step explanation

Recurrent Neural Networks Explained (LSTM, GRU, RNN) #aikachilla

Recurrent Neural Networks (RNNs)

Recurrent Neural Networks (RNNs and LSTMs) explained in detail !

165 - An introduction to RNN and LSTM

Deep Learning: Long Short-Term Memory Networks (LSTMs)

Lecture 10 | Recurrent Neural Networks

CS231n Winter 2016: Lecture 10: Recurrent Neural Networks, Image Captioning, LSTM

Fool-proof RNN explanation | What are RNNs, how do they work?

LSTM Recurrent Neural Network (RNN) | Explained in Detail

Simple Explanation of LSTM | Deep Learning Tutorial 36 (Tensorflow, Keras & Python)

MIT 6.S191 (2024): Recurrent Neural Networks, Transformers, and Attention

What is Recurrent Neural Network (RNN)? Deep Learning Tutorial 33 (Tensorflow, Keras & Python)

Understanding RNN , LSTM, GRU

Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition