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Udemy - Statistics and Probability Essentials for Machine Learning

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1.8 GB
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29
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Description
[ DevCourseWeb.com ] Statistics and Probability Essentials for Machine Learning



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com







Published 4/2024

Created by Ganeshraj Shetty

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 14 Lectures ( 3h 8m ) | Size: 1.8 GB



Foundational Skills for Data Scientists using Python



What you'll learn:

Understand the fundamental concepts of probability theory, including probability distributions, random variables, and basic probability rules.

Learn how to summarize and describe datasets using measures such as mean, median, mode, variance, and standard deviation.

Dive into the fundamentals terminologies of Inferential statistics.

Explore probability distributions such as the Gaussian distribution and learn how to apply them to real-world problems.

Gain hands-on experience using Python libraries like NumPy, Pandas, and Matplotlib to perform statistical analysis, visualize data, and interpret results.

Understand the concepts of correlation and linear regression, and learn how to use Python to analyze relationships between variables and make predictions.

Build probability models for events and experiments, and simulate random processes using Python to understand stochastic phenomena.

Apply statistical and probabilistic concepts to real-world datasets and problems, developing the skills needed to tackle data analysis and decision-making tasks



Requirements:

Fundamentals of Mathematics and Python Programming



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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Udemy - Statistics and Probability Essentials for Machine Learning
  • ~Get Your Files Here !/1. Introduction to Statistics.mp4 70 MB
  • ~Get Your Files Here !/1.1 Probability and Statistics 1-Introduction to Statistics (1).pdf 26.8 KB
  • ~Get Your Files Here !/10. Boxplot.mp4 156.9 MB
  • ~Get Your Files Here !/10.1 Probability and Statistics 10 - Boxplot (1).pdf 153.9 KB
  • ~Get Your Files Here !/11. KDE plot.mp4 188.9 MB
  • ~Get Your Files Here !/11.1 Probability and Statistics 11 - Kernel Density Estimation plot (1).pdf 244.9 KB
  • ~Get Your Files Here !/12. Covariance.mp4 158.3 MB
  • ~Get Your Files Here !/12.1 Probability and Statistics 12 - Covariance (1).pdf 237.7 KB
  • ~Get Your Files Here !/13. Correlation and Causation.mp4 184.9 MB
  • ~Get Your Files Here !/13.1 Probability and Statistics 13 - Correlation and Causation (1).pdf 196.5 KB
  • ~Get Your Files Here !/14. Introduction to Linear regression.mp4 206.4 MB
  • ~Get Your Files Here !/14.1 Probability and Statistics 14 - Introduction to Linear Regression (1).pdf 159 KB
  • ~Get Your Files Here !/2. Introduction to Inferential Statistics.mp4 105.8 MB
  • ~Get Your Files Here !/2.1 Probability and Statistics 2 - Inferential Statistics (1).pdf 33.3 KB
  • ~Get Your Files Here !/3. Measures of Central Tendencies.mp4 129 MB
  • ~Get Your Files Here !/3.1 Probability and Statistics 3 - Measures of Central Tendencies (1).pdf 82.6 KB
  • ~Get Your Files Here !/4. Measures of Dispersion.mp4 86.7 MB
  • ~Get Your Files Here !/4.1 Probability and Statistics 4 - Measures of Dispersion (1).pdf 143.1 KB
  • ~Get Your Files Here !/5. Introduction to Probability.mp4 92.3 MB
  • ~Get Your Files Here !/5.1 Probability and Statistics 5 - Introduction to Probability (1).pdf 40.6 KB
  • ~Get Your Files Here !/6. Types of Probability functions.mp4 51.9 MB
  • ~Get Your Files Here !/6.1 Probability and Statistics 6 - Types of Probability functions (1).pdf 113.2 KB
  • ~Get Your Files Here !/7. Probability density function.mp4 169.1 MB
  • ~Get Your Files Here !/7.1 Probability and Statistics 7 - Probability Density Function (1).pdf 374.5 KB
  • ~Get Your Files Here !/8. Cumulative Distribution function.mp4 153.9 MB
  • ~Get Your Files Here !/8.1 Probability and Statistics 8 - Cumulative Distribution Function (1).pdf 168.1 KB
  • ~Get Your Files Here !/9. Skewness and Kurtosis.mp4 81.8 MB
  • ~Get Your Files Here !/9.1 Probability and Statistics 9 - Types and Attribute of Distribution (1).pdf 155.9 KB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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