Udemy - Probability - Stats - The Foundations Of Machine Learning

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1 - Diving in with code
• 1 - Code env setup and Python crash course.mp4 (164.6 MB)
• 2 - Getting started with code Feel of data.mp4 (84.4 MB)
• 3 - Foundations data types and representing data English.srt (34.9 KB)
• 3 - Foundations data types and representing data.mp4 (145.1 MB)
• 4 - Practical note onehot vector encoding English.srt (8.0 KB)
• 4 - Practical note onehot vector encoding.mp4 (29.2 MB)
• 5 - Exploring data types in code English.srt (21.5 KB)
• 5 - Exploring data types in code.mp4 (139.9 MB)
• 6 - Central tendency mean median mode.mp4 (118.5 MB)
• 7 - Section Review Tasks.html (2.2 KB)
__MACOSX
• _pdfs (0.2 KB)
• _prob-cs (0.2 KB)
pdfs
• _01-intro-to-data.pdf (0.3 KB)
• _02-averages.pdf (0.3 KB)
• _03-variance.pdf (0.3 KB)
• _05-probability.pdf (0.2 KB)
• _06-counting.pdf (0.2 KB)
• _06-prob-rules.pdf (0.3 KB)
• _07-bayes-rule.pdf (0.3 KB)
• _08-random-variables.pdf (0.2 KB)
• _09-distributions.pdf (0.2 KB)
• _10-continuous-distributions.pdf (0.2 KB)
• _11-expected-values.pdf (0.2 KB)
• _12-entropy.pdf (0.2 KB)
• _13-mcmc.pdf (0.2 KB)
• _14-kl-divergence.pdf (0.2 KB)
prob-cs
• _.DS_Store (0.1 KB)
• _.ipynb_checkpoints (0.2 KB)
• _00-basic-python-crash-course.ipynb (0.2 KB)
• _00-nhanes_data_basics.ipynb (0.2 KB)
• _01-data-types.ipynb (0.2 KB)
• _02-studying-variables.ipynb (0.2 KB)
• _03-dispersion.ipynb (0.2 KB)
• _04-coin-flips.ipynb (0.2 KB)
• _05-spam-detection.ipynb (0.2 KB)
• _06-distributions.ipynb (0.2 KB)
• _06-joints-and-marginals.ipynb (0.2 KB)
• _07-decision-tree.ipynb (0.2 KB)
• _08-bayesian-inference.ipynb (0.2 KB)
• _data (0.2 KB)
data
• _.ipynb_checkpoints (0.2 KB)
• _nhanes_2015_2016.csv (0.2 KB)
• _sleep_data.csv (0.2 KB)
• _zoo.data (0.2 KB)
• _zoo.names (0.2 KB)
ipynb_checkpoints
• _nhanes_2015_2016-checkpoint.csv (0.2 KB)
• _sleep_data-checkpoint.csv (0.2 KB)
• _zoo-checkpoint.data (0.2 KB)
ipynb_checkpoints
• _00-basic-python-crash-course-checkpoint.ipynb (0.2 KB)
• _00-nhanes_data_basics-checkpoint.ipynb (0.2 KB)
• _01-data-types-checkpoint.ipynb (0.2 KB)
• _02-studying-variables-checkpoint.ipynb (0.2 KB)
• _03-dispersion-checkpoint.ipynb (0.2 KB)
• _04-coin-flips-checkpoint.ipynb (0.2 KB)
• _05-spam-detection-checkpoint.ipynb (0.2 KB)
• _06-distributions-checkpoint.ipynb (0.2 KB)
• _06-joints-and-marginals-checkpoint.ipynb (0.2 KB)
• _07-decision-tree-checkpoint.ipynb (0.2 KB)
• _08-bayesian-inference-checkpoint.ipynb (0.2 KB)
• _Untitled-checkpoint.ipynb (0.2 KB)
pdfs
• 01-intro-to-data.pdf (2.5 MB)
• 02-averages.pdf (1.0 MB)
• 03-variance.pdf (1,001.3 KB)
• 05-probability.pdf (4.7 MB)
• 06-counting.pdf (5.5 MB)
• 06-prob-rules.pdf (6.7 MB)
• 07-bayes-rule.pdf (6.2 MB)
• 08-random-variables.pdf (5.9 MB)
• 09-distributions.pdf (3.4 MB)
• 10-continuous-distributions.pdf (5.7 MB)
• 11-expected-values.pdf (1.6 MB)
• 12-entropy.pdf (5.0 MB)
• 13-mcmc.pdf (3.1 MB)
• 14-kl-divergence.pdf (2.7 MB)
prob-cs
• 00-basic-python-crash-course.ipynb (46.4 KB)
• 00-nhanes_data_basics.ipynb (115.2 KB)
• 01-data-types.ipynb (9.0 KB)
• 02-studying-variables.ipynb (296.5 KB)
• 03-dispersion.ipynb (87.0 KB)
• 04-coin-flips.ipynb (148.4 KB)
• 05-spam-detection.ipynb (15.9 KB)
• 06-distributions.ipynb (295.6 KB)
• 06-joints-and-marginals.ipynb (258.6 KB)
• 07-decision-tree.ipynb (30.0 KB)
• 08-bayesian-inference.ipynb (2.7 KB)
• DS_Store (6.0 KB)
data ipynb_checkpoints
• nhanes_2015_2016-checkpoint.csv (744.5 KB)
• sleep_data-checkpoint.csv (280.6 KB)
• zoo-checkpoint.data (4.0 KB)
• nhanes_2015_2016.csv (744.5 KB)
• sleep_data.csv (280.6 KB)
• zoo.data (4.0 KB)
• zoo.names (2.5 KB)
ipynb_checkpoints
• 00-basic-python-crash-course-checkpoint.ipynb (46.4 KB)
• 00-nhanes_data_basics-checkpoint.ipynb (115.2 KB)
• 01-data-types-checkpoint.ipynb (2.8 KB)
• 02-studying-variables-checkpoint.ipynb (296.5 KB)
• 03-dispersion-checkpoint.ipynb (7.1 KB)
• 04-coin-flips-checkpoint.ipynb (9.1 KB)
• 05-spam-detection-checkpoint.ipynb (14.2 KB)
• 06-distributions-checkpoint.ipynb (51.1 KB)
• 06-joints-and-marginals-checkpoint.ipynb (7.2 KB)
• 07-decision-tree-checkpoint.ipynb (30.0 KB)
• 08-bayesian-inference-checkpoint.ipynb (2.7 KB)
• Untitled-checkpoint.ipynb (0.1 KB)
2 - Measures of Spread
• 10 - Section Review Tasks.html (0.5 KB)
• 8 - Dispersion and spread in data variance standard deviation.mp4 (43.0 MB)
• 9 - Dispersion exploration through code English.srt (16.8 KB)
• 9 - Dispersion exploration thr