Word Embedding and Word2Vec, Clearly Explained!!!
Words are great, but if we want to use them as input to a neural network, we have to convert them to numbers. One of the most popular methods for assigning numbers to words is to use a Neural Network to create Word Embeddings. In this StatQuest, we go through the steps required to create Word Embeddings, and show how we can visualize and validate them. We then talk about one of the most popular Word Embedding tools, word2vec. BAM!!!
Note, this StatQuest assumes that you are already familiar with...
The Basics of how Neural Networks Work: https://youtu.be/CqOfi41LfDw
The Basics of how Backprop…
Watch on YouTube ↗
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Chapters (6)
Awesome song and introduction
4:25
Building a Neural Network to do Word Embedding
8:18
Visualizing and Validating the Word Embedding
10:42
Summary of Main Ideas
11:44
word2vec
13:36
Speeding up training with Negative Sampling
Playlist
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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.
StatQuest with Josh Starmer
The standard error, Clearly Explained!!!
StatQuest with Josh Starmer
That Dude (in the movies)
StatQuest with Josh Starmer
How to puree garlic
StatQuest with Josh Starmer
Confidence Intervals, Clearly Explained!!!
StatQuest with Josh Starmer
RPKM, FPKM and TPM, Clearly Explained!!!
StatQuest with Josh Starmer
Principal Component Analysis (PCA) clearly explained (2015)
StatQuest with Josh Starmer
StatQuest: RNA-seq - the problem with technical replicates
StatQuest with Josh Starmer
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
StatQuest with Josh Starmer
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!!!
StatQuest with Josh Starmer
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!!!
StatQuest with Josh Starmer
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!!!
StatQuest with Josh Starmer
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!!!
StatQuest with Josh Starmer
What is a (mathematical) model?
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Linear Regression, Clearly Explained!!!
StatQuest with Josh Starmer
Linear Regression in R, Step-by-Step
StatQuest with Josh Starmer
Maximum Likelihood, clearly explained!!!
StatQuest with Josh Starmer
Brothers
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Using Linear Models for t-tests and ANOVA, Clearly Explained!!!
StatQuest with Josh Starmer
StatQuest: How to make a Mean Pizza Crust!!!
StatQuest with Josh Starmer
StatQuest: A gentle introduction to RNA-seq
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I'm Alive
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StatQuest: t-SNE, Clearly Explained
StatQuest with Josh Starmer
DeepCamp AI