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LSTM Networks: Explained Step by Step!

Why we need LSTM networks, how they work step by step, and full explanations: visual and mathematical! 0:00 Problem with Simple RNNs 11:45 Goal of LSTM 12:55 Introducing the Cell State 14:27 Step 1: The Candidate Cell State 15:52 Step 2: The Forget Gate 17:48 Step 3: The Input Gate 18:18 Step 4: The New Cell State 21:15 Step 5: The Output Gate 22:31 Step 6: The New Output State 22:57 Visual Diagram 27:14 Recap all Variables 29:49 Why does this work? My Patreon : https://www.patreon.com/user?u=49277905 --- RNN Video :    • Recurrent Neural Networks : Data Scie...   Vanishing Gradient Video :    • The Fundamental Problem with Neural N...   Intro to Neural Networks :    • Intro to Neural Networks : Data Scien...   Backpropagation :    • Backpropagation : Data Science Concepts   --- Icon References: Dog icons created by Freepik - Flaticon https://www.flaticon.com/free-icons/dog Gate icons created by Freepik - Flaticon https://www.flaticon.com/free-icons/gate Memory icons created by Freepik - Flaticon https://www.flaticon.com/free-icons/m... Crystal ball icons created by Freepik - Flaticon https://www.flaticon.com/free-icons/c... Khao manee cat icons created by Pixel perfect - Flaticon https://www.flaticon.com/free-icons/k...