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ReLU Activation Function Variants Explained

6.2K views
Sep 14, 2022
9:04

In this video we explain the various ReLU activation function variants including: Leaky ReLU (LReLU), Parametric ReLU (PReLU), Gaussian Error Linear Unit (GELU), Sigmoid Linear Unit (SILU), Softplus and Exponential Linear Unit (ELU). *Related Videos* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Why ReLU is better than other activation functions: https://youtu.be/V7pvNiYdH10 Why activations functions are necessary in NN: https://youtu.be/rj6K46u0J5w *Contents* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 00:00 - Intro 00:10 - Leaky ReLU (LReLU) 01:06 - Parametric ReLU (PReLU) 02:14 - Gaussian Error Linear Unit (GELU) 03:44 - Sigmoid Linear Unit (SILU) 05:22 - Softplus 07:01 - Exponential Linear Unit (ELU) 08:21 - Discussion 08:52 - Outro *Follow Me* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 🐦 Twitter: @datamlistic https://twitter.com/datamlistic 📸 Instagram: @datamlistic https://www.instagram.com/datamlistic 📱 TikTok: @datamlistic https://www.tiktok.com/@datamlistic *Channel Support* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ The best way to support the channel is to share the content. ;) If you'd like to also support the channel financially, donating the price of a coffee is always warmly welcomed! (completely optional and voluntary) ► Patreon: https://www.patreon.com/datamlistic ► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq ► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281 ► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5 ► Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Special thanks to Arka Mitra for the video idea! #relu #prelu #leakyrelu #prelu #gelu #elu #softplus #silu

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ReLU Activation Function Variants Explained | NatokHD