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TORRENT DETAILS
Udemy - Probability - Stats - The Foundations Of Machine Learning
TORRENT SUMMARY
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Real-world, code-oriented learning for programmers to use prob/stats in all of CS, Data Science and Machine Learning
What you'll learn Necessary concepts in stats and probability Important concepts in the subject necessary for Data Science and/or ML Distributions and their importance Entropy - the foundation of all Machine Learning Intro to Bayesian Inference Applying concepts through code Exceptional SUPPORT: Questions answered within the day. Try it!
Requirements Basic coding knowledge No maths background needed (beyond basic arithmetic) Crash course of Python provided in the contents
VISITOR COMMENTS (0 )
FILE LIST
Filename
Size
~Get Your Files Here !/1 - Diving in with code/1 - Code env setup and Python crash course.mp4
164.6 MB
~Get Your Files Here !/1 - Diving in with code/2 - Getting started with code Feel of data.mp4
84.4 MB
~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data English.srt
34.9 KB
~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data.mp4
145.1 MB
~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding English.srt
8 KB
~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding.mp4
29.2 MB
~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code English.srt
21.5 KB
~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code.mp4
139.9 MB
~Get Your Files Here !/1 - Diving in with code/6 - Central tendency mean median mode.mp4
118.5 MB
~Get Your Files Here !/1 - Diving in with code/7 - Section Review Tasks.html
2.2 KB
~Get Your Files Here !/1 - Diving in with code/pdfs/01-intro-to-data.pdf
2.5 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/02-averages.pdf
1 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/03-variance.pdf
1001.3 KB
~Get Your Files Here !/1 - Diving in with code/pdfs/05-probability.pdf
4.7 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/06-counting.pdf
5.5 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/06-prob-rules.pdf
6.7 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/07-bayes-rule.pdf
6.2 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/08-random-variables.pdf
5.9 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/09-distributions.pdf
3.4 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/10-continuous-distributions.pdf
5.7 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/11-expected-values.pdf
1.6 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/12-entropy.pdf
5 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/13-mcmc.pdf
3.1 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/14-kl-divergence.pdf
2.7 MB
~Get Your Files Here !/1 - Diving in with code/prob-cs/00-basic-python-crash-course.ipynb
46.4 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/00-nhanes_data_basics.ipynb
115.2 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/01-data-types.ipynb
9 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/02-studying-variables.ipynb
296.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/03-dispersion.ipynb
87 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/04-coin-flips.ipynb
148.4 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/05-spam-detection.ipynb
15.9 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/06-distributions.ipynb
295.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/06-joints-and-marginals.ipynb
258.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/07-decision-tree.ipynb
30 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/08-bayesian-inference.ipynb
2.7 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/ipynb_checkpoints/sleep_data-checkpoint.csv
280.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/zoo-checkpoint.data
4 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/data/sleep_data.csv
280.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/zoo.data
4 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/zoo.names
2.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/DS_Store
6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-basic-python-crash-course-checkpoint.ipynb
46.4 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-nhanes_data_basics-checkpoint.ipynb
115.2 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/01-data-types-checkpoint.ipynb
2.8 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/02-studying-variables-checkpoint.ipynb
296.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/03-dispersion-checkpoint.ipynb
7.1 KB
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_01-intro-to-data.pdf
291 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_02-averages.pdf
291 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_03-variance.pdf
291 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_05-probability.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_06-counting.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_06-prob-rules.pdf
291 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_07-bayes-rule.pdf
291 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_08-random-variables.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_09-distributions.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_10-continuous-distributions.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_11-expected-values.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_12-entropy.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_13-mcmc.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_14-kl-divergence.pdf
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/ipynb_checkpoints/_nhanes_2015_2016-checkpoint.csv
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/ipynb_checkpoints/_sleep_data-checkpoint.csv
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/ipynb_checkpoints/_zoo-checkpoint.data
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_.ipynb_checkpoints
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_nhanes_2015_2016.csv
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_sleep_data.csv
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_zoo.data
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_zoo.names
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_00-basic-python-crash-course-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_00-nhanes_data_basics-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_01-data-types-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_02-studying-variables-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_03-dispersion-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_04-coin-flips-checkpoint.ipynb
177 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_05-spam-detection-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_06-distributions-checkpoint.ipynb
177 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_06-joints-and-marginals-checkpoint.ipynb
177 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_07-decision-tree-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_08-bayesian-inference-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_Untitled-checkpoint.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_.DS_Store
120 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_.ipynb_checkpoints
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_00-basic-python-crash-course.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_00-nhanes_data_basics.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_01-data-types.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_02-studying-variables.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_03-dispersion.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_04-coin-flips.ipynb
177 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_05-spam-detection.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_06-distributions.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_06-joints-and-marginals.ipynb
177 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_07-decision-tree.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_08-bayesian-inference.ipynb
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_data
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/_pdfs
178 B
~Get Your Files Here !/1 - Diving in with code/__MACOSX/_prob-cs
