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Udemy - Cluster Analysis and Unsupervised Machine Learning in R
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tuts756
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Description

HERE IS WHY YOU SHOULD TAKE THIS COURSE:

This course will be your complete guide to unsupervised learning and clustering using R-programming language and JavaScript.

Unlike other courses, it offers NOT ONLY the guided demonstrations of the R-scripts but also covers theoretical background that will allow you to FULLY UNDERSTAND & APPLY UNSUPERVISED MACHINE LEARNING  (K-means, Hierarchical clustering) in R.

This course also covers all the main aspects of practical and highly applied data science related to unsupervised machine learning and clustering techniques. Thus, if you take this course, you will save lots of time & money on other expensive materials in the R based data science domain.

In this age of big data, companies across the globe use R and Google Cloud Computing Services to analyze big volumes of data for business and research. By becoming proficient in unsupervised learning in R, you can give your company a competitive edge and boost your career to the next level. In addition, you will have a chance to test the power of cloud computing with Google services (i.e. Earth Engine) for a real-world application of unsupervised K-means learning for mapping applications.

THIS COURSE HAS 8 SECTIONS COVERING EVERY ASPECT OF UNSUPERVISED MACHINE LEARNING: THEORY & PRACTISE

– Fully understand the basics of Machine Learning, Cluster Analysis & Unsupervised Machine Learning from theory to practice

– Harness applications of unsupervised learning (cluster analysis) in R and with Google Cloud Services

– Machine Learning, Supervised Learning, Unsupervised Learning in R

– Complete two independent projects on Unsupervised Machine Learning in R and using Google Cloud Services

– Implement Unsupervised Clustering Techniques (k-means Clustering and Hierarchical Clustering etc)

– and MORE

NO PRIOR R OR STATISTICS/MACHINE LEARNING / R KNOWLEDGE REQUIRED:

You’ll start by absorbing the most valuable R Data Science basics and techniques. I use easy-to-understand, hands-on methods to simplify and address even the most difficult concepts in R.

My course will help youimplement the methods using real dataobtained from different sources, including implementing a real-life project on the cloud computing platform of Google. Thus, after completing my unsupervised data clustering course in R, you’ll easily use different data streams and data science packages to work with real data in R.

I will also provide you with the all scripts and data used in the course.

In case it is your first encounter with R, don’t worry, my course a full introduction to the R & R-programming in this course.

This course is different from other training resources. Each lecture seeks to enhance your data science and clustering skills (K-means, Hierarchical clustering, weighted-K means, Heat mapping, etc) in a demonstrable and easy-to-follow manner and provide you with practically implementable solutions. You’ll be able to start analyzing different streams of data for your projects and gain appreciation from your future employers with your improved machine learning skills and knowledge of the cutting edge data science methods.

The course is ideal for professionals who need to use cluster analysis, unsupervised machine learning, and R in their field.

One important part of the course is the practical exercises. You will be given some precise instructions and datasets to run Machine Learning algorithms using the R and Google Cloud Computing tools.

JOIN MY COURSE NOW!
Who this course is for:

    The course is ideal for professionals who need to use cluster analysis, unsupervised machine learning and R in their field.
    Everyone who would like to learn Data Science Applications In The R & R Studio Environment
    Everyone who would like to learn theory and implementation of Unsupervised Learning On Real-World Data

Requirements

    Availabiliy computer and internet
    R-programming skills is NOT a requirement, but would be a plus

Last Updated 12/2020

[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/9. Applied Example unsupervised K-means learning for mapping applications/2. Import images and their visualization in Earth Engine.mp4141.91 MiB
TutsNode.com.txt63 B
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/5. Unsupervised Learning K-Means Clustering/3. K-means clustering Application to email marketing.srt14.54 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/6. More Unsupervised Clustering techniques Hands-On/1. Starting with Fuzzy K-means in R.srt14.51 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/2.1 R Crash Course I_udemy_script.R12.94 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/9. Applied Example unsupervised K-means learning for mapping applications/2. Import images and their visualization in Earth Engine.srt11.39 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/1. Introduction/2. What is Machine Leraning and it's main types.srt11.23 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/1. Introduction/3. Overview of Machine Leraning in R.srt2.07 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/5. Unsupervised Learning K-Means Clustering/5. Model-based Unsupervised Clustering in R.srt10.3 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/4. Unsupervised learning Hierarchical Clustering in R/5. Heat Maps theory.srt9.83 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/7. Performance Evaluation of Unsupervised Learning Clustering Algorithms in R/3. Assessing the performance of unsupervised learning (clustering) algorithms.srt7.19 KiB
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/2. Software used in this course/5. Interface of Google Earth Engine Code Editor & Explorer.mp4127.12 MiB
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/2. Software used in this course/5. Interface of Google Earth Engine Code Editor & Explorer.srt9.26 KiB
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/6. More Unsupervised Clustering techniques Hands-On/2. Entropy Weighted K-Means in R.srt8.95 KiB
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/2. Software used in this course/2. How to install R and RStudio in 2020.srt6.17 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/7. Performance Evaluation of Unsupervised Learning Clustering Algorithms in R/4. How to compare the performance of different unsupervised clustering algoritms.srt5.64 KiB
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/5. Unsupervised Learning K-Means Clustering/2. Example K-Means Clustering in R Lab.srt5.32 KiB
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/4. Unsupervised learning Hierarchical Clustering in R/6. Heat Maps Lab.srt4.75 KiB
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/2. Software used in this course/3. Lab Get started with R in RStudio.mp447.7 MiB
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/7. Performance Evaluation of Unsupervised Learning Clustering Algorithms in R/1. How to assess a Clustering Tendency of the dataset.mp442.32 MiB
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