[ DevCourseWeb.com ] Udemy - Probability - Stats - The Foundations Of Machine Learning

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文件数目：154个文件
文件大小：2.4 GB
收录时间：2023-05-06
访问次数：5
相关内容：DevCourseWeb Udemy Probability Stats Foundations Machine Learning

文件meta

~Get Your Files Here !/1 - Diving in with code/1 - Code env setup and Python crash course.mp4
164.63 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code.mp4
163.49 MB
~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data.mp4
145.08 MB
~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning.mp4
141.54 MB
~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code.mp4
139.92 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/12 - Simulating coin flips for probability.mp4
124.93 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues.mp4
124.29 MB
~Get Your Files Here !/1 - Diving in with code/6 - Central tendency mean median mode.mp4
118.55 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance.mp4
116.16 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats.mp4
113.45 MB
~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional.mp4
93.89 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities.mp4
87.88 MB
~Get Your Files Here !/6 - Visualization in Intuition Building/28 - Visualizing joint distributions the road to ML success.mp4
87.16 MB
~Get Your Files Here !/7 - Applications to the Real World/32 - Entropy The most important application of expected values.mp4
86.46 MB
~Get Your Files Here !/1 - Diving in with code/2 - Getting started with code Feel of data.mp4
84.42 MB
~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code.mp4
65.89 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection.mp4
61.43 MB
~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables.mp4
61.17 MB
~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3.mp4
57.92 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/11 - Intro to uncertainty probability intuition.mp4
57.49 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities.mp4
48.93 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/20 - Quantifying events random variables.mp4
44 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule.mp4
43.13 MB
~Get Your Files Here !/2 - Measures of Spread/8 - Dispersion and spread in data variance standard deviation.mp4
42.98 MB
~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding.mp4
29.17 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code.mp4
28.12 MB
~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference.mp4
26.65 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code.mp4
24.33 MB
~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities.mp4
18.66 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/06-prob-rules.pdf
6.74 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/07-bayes-rule.pdf
6.16 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/08-random-variables.pdf
5.85 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/10-continuous-distributions.pdf
5.68 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/06-counting.pdf
5.52 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/12-entropy.pdf
4.98 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/05-probability.pdf
4.68 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/09-distributions.pdf
3.44 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/13-mcmc.pdf
3.13 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/14-kl-divergence.pdf
2.67 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/01-intro-to-data.pdf
2.53 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/11-expected-values.pdf
1.63 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/02-averages.pdf
1.02 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/03-variance.pdf
1001.26 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/nhanes_2015_2016-checkpoint.csv
744.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/nhanes_2015_2016.csv
744.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/02-studying-variables.ipynb
296.51 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/02-studying-variables-checkpoint.ipynb
296.51 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/06-distributions.ipynb
295.56 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/sleep_data-checkpoint.csv
280.63 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/sleep_data.csv
280.63 KB