Probability and Statistics for Machine Learning

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Name:	Probability and Statistics for Machine Learning
Description: Description Jon Krohn is Chief Data Scientist at the machine learning company untapt. He presents a popular series of deep learning tutorials published by Addison-Wesley and is the author of the bestselling book Deep Learning Illustrated. Jon teaches his deep learning curriculum in-classroom at the New York City Data Science Academy, as well as guest lecturing at Columbia University and New York University. He holds a doctorate in neuroscience from Oxford University and has been publishing on machine learning in leading journals since 2010.
YouTube Video:
Category:	Tutorials
Language:	English
Total Size:	20.86 GB
Info Hash:	74BB632ACA1A1E7A83A557D94735FD59094DFAA3
Added By:	tutsnode
Date Added:	2021-05-14 03:36:55
Torrent Status:	Torrent Verified

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TutsNode.com.txt	61.00 B
[TutsNode.com] - Probability and Statistics for Machine Learning/01-Probability and Statistics for Machine Learning - Introduction.mp4	239.66 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/02-Topics.mp4	40.79 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/03-1.1 Orientation to the Machine Learning Foundations Series.mp4	97.76 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/04-1.2 What Probability Theory Is.mp4	204.01 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/05-1.3 Events and Sample Spaces.mp4	229.10 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/06-1.4 Multiple Observations.mp4	269.17 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/07-1.5 Factorials and Combinatorics.mp4	245.56 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/08-1.6 Exercises.mp4	350.65 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/09-1.7 The Law of Large Numbers and the Gambler's Fallacy.mp4	517.83 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/10-1.8 Probability Distributions in Statistics.mp4	210.66 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/11-1.9 Bayesian versus Frequentist Statistics.mp4	355.60 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/12-1.10 Applications of Probability to Machine Learning.mp4	258.26 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/13-Topics.mp4	38.76 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/14-2.1 Discrete and Continuous Variables.mp4	112.33 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/15-2.2 Probability Mass Functions.mp4	132.32 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/16-2.3 Probability Density Functions.mp4	104.91 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/17-2.4 Exercises on Probability Functions.mp4	147.59 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/18-2.5 Expected Value.mp4	150.86 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/19-2.6 Exercises on Expected Value.mp4	264.14 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/20-Topics.mp4	23.27 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/21-3.1 The Mean, a Measure of Central Tendency.mp4	351.47 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/22-3.2 Medians.mp4	111.29 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/23-3.3 Modes.mp4	266.20 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/24-3.4 Quantiles - Percentiles, Quartiles, and Deciles.mp4	334.05 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/25-3.5 Box-and-Whisker Plots.mp4	367.43 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/26-3.6 Variance, a Measure of Dispersion.mp4	467.80 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/27-3.7 Standard Deviation.mp4	155.49 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/28-3.8 Standard Error.mp4	234.92 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/29-3.9 Covariance, a Measure of Relatedness.mp4	525.85 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/30-3.10. Correlation.mp4	375.61 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/31-Topics.mp4	21.87 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/32-4.1 Joint Probability Distribution.mp4	89.18 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/33-4.2 Marginal Probability.mp4	146.85 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/34-4.3 Conditional Probability.mp4	163.03 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/35-4.4 Exercises.mp4	347.91 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/36-4.5 Chain Rule of Probabilities.mp4	112.33 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/37-4.6 Independent Random Variables.mp4	100.74 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/38-4.7 Conditional Independence.mp4	138.71 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/39-Topics.mp4	46.68 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/40-5.1 Uniform.mp4	130.14 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/41-5.2 Gaussian - Normal and Standard Normal.mp4	375.98 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/42-5.3 The Central Limit Theorem.mp4	592.89 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/43-5.4 Log-Normal.mp4	113.29 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/44-5.5 Exponential and Laplace.mp4	191.19 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/45-5.6 Binomial and Multinomial.mp4	341.29 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/46-5.7 Poisson.mp4	158.49 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/47-5.8 Mixture Distributions.mp4	150.85 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/48-5.9 Preprocessing Data for Model Input.mp4	124.93 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/49-5.10 Exercises.mp4	48.54 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/50-Topics.mp4	30.45 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/51-6.1 What Information Theory Is.mp4	39.54 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/52-6.2 Self-Information, Nats, and Bits.mp4	171.82 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/53-6.3 Shannon and Differential Entropy.mp4	314.08 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/54-6.4 Kullback-Leibler Divergence and Cross-Entropy.mp4	246.72 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/55-Topics.mp4	38.74 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/56-7.1 Applications of Statistics to Machine Learning.mp4	357.87 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/57-7.2 Review of Essential Probability Theory.mp4	450.63 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/58-7.3 z-scores and Outliers.mp4	410.74 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/59-7.4 Exercises on z-scores.mp4	231.62 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/60-7.5 p-values.mp4	562.72 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/61-7.6 Exercises on p-values.mp4	231.53 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/62-Topics.mp4	38.89 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/63-8.1 Single-Sample t-tests and Degrees of Freedom.mp4	477.56 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/64-8.2 Independent t-tests.mp4	475.31 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/65-8.3 Paired t-tests.mp4	583.99 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/66-8.4 Applications to Machine Learning.mp4	302.53 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/67-8.5 Exercises.mp4	244.96 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/68-8.6 Confidence Intervals.mp4	382.22 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/69-8.7 ANOVA - Analysis of Variance.mp4	164.99 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/70-Topics.mp4	33.38 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/71-9.1 The Pearson Correlation Coefficient.mp4	260.90 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/72-9.2 R-squared Coefficient of Determination.mp4	144.60 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/73-9.3 Correlation versus Causation.mp4	270.47 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/74-9.4 Correcting for Multiple Comparisons.mp4	209.68 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/75-Topics.mp4	50.39 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/76-10.1 Independent versus Dependent Variables.mp4	105.56 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/77-10.2 Linear Regression to Predict Continuous Values.mp4	220.88 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/78-10.3 Fitting a Line to Points on a Cartesian Plane.mp4	538.28 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/79-10.4 Linear Least Squares Exercise.mp4	177.16 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/80-10.5 Ordinary Least Squares.mp4	449.28 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/81-10.6 Categorical 'Dummy' Features.mp4	633.78 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/82-10.7 Logistic Regression to Predict Categories.mp4	458.83 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/83-10.8 Open-Ended Exercises.mp4	163.90 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/84-Topics.mp4	39.56 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/85-11.1 Machine Learning versus Frequentist Statistics.mp4	227.14 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/86-11.2 When to Use Bayesian Statistics.mp4	70.61 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/87-11.3 Prior Probabilities.mp4	166.68 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/88-11.4 Bayes' Theorem.mp4	568.97 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/89-11.5 Resources for Further Study of Probability and Statistics.mp4	75.21 MB
[TutsNode.com] - Probability and Statistics for Machine Learning/90-Probability and Statistics for Machine Learning - Summary.mp4	73.67 MB

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Probability and Statistics for Machine Learning