Description
LEARNING PATH: Statistics for Machine Learning, the statistics training course for machine learning is published by Udemy Academy. Machine learning worries many developers when it comes to analyzing complex statistical problems. Knowing these statistics will help you build powerful machine learning models that optimize the expression of a specific problem. This learning path will teach you all the complex statistical calculations required for machine learning. So, if you are a developer with little experience in statistics and want to implement machine learning in your systems, go for this learning path. You will begin with the basics of statistical terminology and machine learning. You will perform the complex statistical calculations required for machine learning and understand real-world examples that discuss the statistical aspect of machine learning. Then, using Python and R programming, you implement frequently used algorithms on different domain problems. You will use libraries like scikit-learning, NumPy, Random Forest, etc. In the following, you will get to know different models of unsupervised and reinforcement learning, and with the help of Keras software, you will examine the principles of deep learning. Next, you will have an overview of reinforcement learning with the Python programming language.
What you will learn
- Introduction of statistical terms and machine learning
- Provide practical solutions for simple linear regression and multiple linear regression
- Implementation of logistic regression using credit data
- Comparison of logistic regression and random forest using examples
- Programmatic implementation of statistical computations for unsupervised learning via K-means clustering
- Understand the concepts of artificial neural network
- Introducing different types of unsupervised learning
Who is this course suitable for?
- This learning path is intended for developers who do not have much experience in statistics to implement machine learning in their systems.
LEARNING PATH course specifications: Statistics for Machine Learning
- Publisher: Udemy
- teacher : Pact Publishing
- English language
- Education level: introductory
- Number of courses: 36
- Training duration: 4 hours and 11 minutes
Chapters of LEARNING PATH: Statistics for Machine Learning
Course prerequisites
- Prior knowledge of Python and R programming is expected.
Pictures
Sample video
Installation guide
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English subtitle
Quality: 720p
download link
File(s) password: www.downloadly.ir
Size
371 MB
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