Sequence-to-Sequence (seq2seq) Encoder-Decoder Neural Networks, Clearly Explained!!!
In this video, we introduce the basics of how Neural Networks translate one language, like English, to another, like Spanish. The ideas is to convert one sequence of things into another sequence of things, and thus, this type of neural network can be applied to all sort so of problems, including translating amino acids into 3-dimensional structures.
NOTE: This StatQuest assumes that you are already familiar with...
Long, Short-Term Memory (LSTM): https://youtu.be/YCzL96nL7j0
...and...
Word Embedding: https://youtu.be/viZrOnJclY0
Also, if you'd like to go through Ben Trevett's tutorials, see:…
Watch on YouTube ↗
(saves to browser)
Chapters (5)
Awesome song and introduction
3:43
Building the Encoder
8:27
Building the Decoder
12:58
Training The Encoder-Decoder Model
14:40
My model vs the model from the original manuscript
Playlist
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Cutting Butter
StatQuest with Josh Starmer
onion-dice
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R-squared, Clearly Explained!!!
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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