Long Short-Term Memory (LSTM), Clearly Explained
Basic recurrent neural networks are great, because they can handle different amounts of sequential data, but even relatively small sequences of data can make them difficult to train. This is where Long Short-Term Memory (LSTM) saves the day. Long Short-Term Memory is a type of recurrent neural network that can handle much larger sequences of data without those pesky exploding/vanishing gradient problems that plague basic recurrent neural networks.
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Chapters (6)
Awesome song, introduction and main ideas
4:19
The sigmoid and tanh activation functions
5:58
LSTM Stage 1: The percent to remember
9:25
LSTM Stage 2: Update the long-term memory
12:42
LSTM Stage 3:Update the short-term memory
14:33
LSTM in action with real data
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Cutting Butter
StatQuest with Josh Starmer
onion-dice
StatQuest with Josh Starmer
R-squared, Clearly Explained!!!
StatQuest with Josh Starmer
Wrapping up dumplings for pot stickers.
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The standard error, Clearly Explained!!!
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That Dude (in the movies)
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How to puree garlic
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Confidence Intervals, Clearly Explained!!!
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RPKM, FPKM and TPM, Clearly Explained!!!
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Principal Component Analysis (PCA) clearly explained (2015)
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StatQuest: RNA-seq - the problem with technical replicates
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That's Alright
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Christmas In Rio! (now on iTunes!)
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Drawing and Interpreting Heatmaps
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Rachel's Song (the ballad of Hazel Motes)
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Deal With It
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Say Your Goodbyes
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Another Day
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StatQuest: Linear Discriminant Analysis (LDA) clearly explained.
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Maybe It'll Go Away
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Nasty Weather
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Roses
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p-hacking and power calculations
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I Love You
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The Coldest Day of the Year
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Psycho Killer
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False Discovery Rates, FDR, clearly explained
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A New Song
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StatQuickie: Thresholds for Significance
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Logs (logarithms), Clearly Explained!!!
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Bar Charts Are Better than Pie Charts
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Mr Hattie
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StatQuickie: Which t test to use
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Fisher's Exact Test and the Hypergeometric Distribution
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Standard Deviation vs Standard Error, Clearly Explained!!!
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StatQuest: DESeq2, part 1, Library Normalization
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The Rainbow
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StatQuest: edgeR, part 1, Library Normalization
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The Main Ideas behind Probability Distributions
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StatQuest: One or Two Tailed P-Values
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Evil Genius
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Sampling from a Distribution, Clearly Explained!!!
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StatQuest: edgeR and DESeq2, part 2 - Independent Filtering
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The Main Ideas of Fitting a Line to Data (The Main Ideas of Least Squares and Linear Regression.)
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The Sum of Regrets
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Lowess and Loess, Clearly Explained!!!
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StatQuest: Hierarchical Clustering
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StatQuest: K-nearest neighbors, Clearly Explained
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Your Dark Side
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Boxplots are Awesome!!!
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What is a (mathematical) model?
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Linear Regression, Clearly Explained!!!
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Linear Regression in R, Step-by-Step
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Maximum Likelihood, clearly explained!!!
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Brothers
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Using Linear Models for t-tests and ANOVA, Clearly Explained!!!
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StatQuest: How to make a Mean Pizza Crust!!!
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StatQuest: A gentle introduction to RNA-seq
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I'm Alive
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StatQuest: t-SNE, Clearly Explained
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DeepCamp AI