Recurrent Neural Network RNN Explained Types and ANN vs RNN Difference скачать в хорошем качестве

Recurrent Neural Network RNN Explained Types and ANN vs RNN Difference

RNN Complete Guide Sequential Data Many to One Many to Many Explained In this video, we clearly understand Recurrent Neural Networks (RNN) and why they are powerful for handling sequential data. Here is the GitHub repo link: https://github.com/switch2ai You can download all the code, scripts, and documents from the above GitHub repository. What is RNN? RNN (Recurrent Neural Network) is a type of neural network designed to process sequential data where order matters. Examples of sequential data: • Text • Time series • Speech • Sentences • Stock prices Why RNN? Problems with ANN: • ANN does not consider order of data • ANN requires fixed input/output size • ANN processes data in one single pass How RNN Solves These Problems • Data is passed time-step wise • Output from previous time step is passed to next time step • Parameter sharing across all time steps • Can handle variable length input and output ANN vs RNN Difference ANN → Fixed input/output size RNN → Variable length input/output ANN → Data passed in one go RNN → Data passed sequentially ANN → Output passed only to next layer RNN → Output passed to next time step also Types of RNN One to One Example: House price prediction One to Many Example: Image captioning Many to One Example: Sentiment analysis Many to Many Same input/output length: • Named Entity Recognition (NER) Different input/output length: • Text Summarization • Machine Translation By the end of this video, you will understand: • Why RNN is required for sequence modeling • How hidden states carry information • Types of RNN architectures • Real-world NLP applications This video is perfect for: • NLP learners • Deep Learning beginners • AI interview preparation • Machine Learning students Channel Name: Switch 2 AI #RNN #RecurrentNeuralNetwork #DeepLearning #NLP #SequentialData #ANNvsRNN #MachineLearning #ArtificialIntelligence #NER #Switch2AI RNN explained recurrent neural network tutorial ANN vs RNN difference sequential data neural network types of RNN one to many RNN many to one RNN many to many RNN sentiment analysis RNN image captioning RNN text summarization neural network NER RNN model deep learning NLP time series RNN Switch 2 AI RNN explained,recurrent neural network tutorial,ANN vs RNN difference,sequential data neural network,types of RNN,one to many RNN,many to one RNN,many to many RNN,sentiment analysis RNN,image captioning RNN,text summarization neural network,NER RNN model,deep learning NLP,time series RNN,Switch 2 AI,sequence modeling neural network