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
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
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/2. Software used in this course/1. What is R and RStudio.srt
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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.mp4
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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.srt
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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.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/2. Software used in this course/4. Sign up for Google Earth Engine (needed for your projects later in the course).mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/2. Software used in this course/4. Sign up for Google Earth Engine (needed for your projects later in the course).srt
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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.mp4
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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.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/10. Read Data into R.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/10. Read Data into R.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/10.1 Example1.xlsx
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/10.2 Example3.txt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/10.3 002_ReadingDaraInR.R
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/2. Lab Installing Packages and Package Management in R.srt
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[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.R
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/3. Lab Variables in R and assigning Variables in R.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/4. Overview of data types and data structures in R.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/5. Lab data types and data structures in R.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/6. Dataframes overview.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/7. Functions in R - overview.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/7. Functions in R - overview.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/8. Lab Functions in R - get started!.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/3. R Crash Course - get started with R-programming in R-Studio/9. Lab For Loops in R.srt
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/5. Unsupervised Learning K-Means Clustering/2. Example K-Means Clustering in R Lab.srt
[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/6. More Unsupervised Clustering techniques Hands-On/1. Starting with Fuzzy K-means in R.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/6. More Unsupervised Clustering techniques Hands-On/1. Starting with Fuzzy K-means in R.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/6. More Unsupervised Clustering techniques Hands-On/1.1 010_FuzzyKMenas.R
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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.mp4
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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.mp4
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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.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/7. Performance Evaluation of Unsupervised Learning Clustering Algorithms in R/2. Selecting the number of clusters for unsupervised Clustering methods (K-Means).mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/7. Performance Evaluation of Unsupervised Learning Clustering Algorithms in R/2. Selecting the number of clusters for unsupervised Clustering methods (K-Means).srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/7. Performance Evaluation of Unsupervised Learning Clustering Algorithms in R/2.1 009_KMenas_part3_cluster_assign.R
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[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.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/8. Independent Project in Cluster Analysis based on Case Study/1. Introduction to Case Study.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/8. Independent Project in Cluster Analysis based on Case Study/2. Project Assignment.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/9. Applied Example unsupervised K-means learning for mapping applications/1. Understanding using satellite images for mapping tasks short introduction.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/9. Applied Example unsupervised K-means learning for mapping applications/1. Understanding using satellite images for mapping tasks short introduction.srt
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[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.mp4
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[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.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/9. Applied Example unsupervised K-means learning for mapping applications/3. Unsupervised K-means satellite image analysis in Earth Engine for mapping.mp4
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/9. Applied Example unsupervised K-means learning for mapping applications/3. Unsupervised K-means satellite image analysis in Earth Engine for mapping.srt
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[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R/9. Applied Example unsupervised K-means learning for mapping applications/3.1 Lab2_GEE_import_data.pdf
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