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TORRENT DETAILS

Udemy - Probability - Stats - The Foundations Of Machine Learning

TORRENT SUMMARY

Udemy - Probability - Stats - The Foundations Of Machine Learning

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Peers

Size

2.4 GB in 98 files

Release Date(s)

Torrent Release: 28-04-2023 by user

Infohash

640531a7ed9bccbd56cfc675135d9585316fe35f

Vote:No votes yet.

DESCRIPTION

Probability / Stats: The Foundations Of Machine Learning

https://DevCourseWeb.com

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English (US) | Size: 2.45 GB | Duration: 6h 41m

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

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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	178 B

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