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Certificate in Unsupervised Machine Learning by Vskills

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Government certification
Certification valid for life
Lifelong e-learning access
Learning Hours: 15+ hrs
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Skills you will learn!

DevelopmentData ScienceMachine Learning

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2 Topics

What is unsupervised learning used for?

Why Use Clustering?

22 Topics

An Easy Introduction to K-Means Clustering

Hard K-Means: Exercise Prompt 1

Hard K-Means: Exercise 1 Solution

Hard K-Means: Exercise Prompt 2

Hard K-Means: Exercise 2 Solution

Hard K-Means: Exercise Prompt 3

Hard K-Means: Exercise 3 Solution

Hard K-Means Objective: Theory

Hard K-Means Objective: Code

Visual Walkthrough of the K-Means Clustering Algorithm (Legacy)

Soft K-Means

The K-Means Objective Function

Soft K-Means in Python Code

How to Pace Yourself

Visualizing Each Step of K-Means

Examples of where K-Means can fail

Disadvantages of K-Means Clustering

How to Evaluate a Clustering (Purity Davies-Bouldin Index)

Using K-Means on Real Data: MNIST

One Way to Choose K

K-Means Application: Finding Clusters of Related Words

Clustering for NLP and Computer Vision: Real-World Applications

5 Topics

Visual Walkthrough of Agglomerative Hierarchical Clustering

Agglomerative Clustering Options

Using Hierarchical Clustering in Python and Interpreting the Dendrogram

Application: Evolution

Application: Donald Trump vs. Hillary Clinton Tweets

10 Topics

Gaussian Mixture Model (GMM) Algorithm

Write a Gaussian Mixture Model in Python Code

Practical Issues with GMM

Comparison between GMM and K-Means

Kernel Density Estimation

GMM vs Bayes Classifier (pt 1)

GMM vs Bayes Classifier (pt 2)

Expectation-Maximization (pt 1)

Expectation-Maximization (pt 2)

Expectation-Maximization (pt 3)

3 Topics

Pre-Installation Check

Anaconda Environment Setup

How to install Numpy Scipy Matplotlib Pandas and Tensorflow

4 Topics

How to Code Yourself (part 1)

How to Code Yourself (part 2)

Proof that using Jupyter Notebook is the same as not using it

How to use Github & Extra Coding Tips (Optional)

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Certificate in Unsupervised Machine Learning

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Certificate in Unsupervised Machine Learning by Vskills

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Certificate in Unsupervised Machine Learning by Vskills

Course Highlights

Skills you will learn!

Curriculum

Unsupervised Learning

K-Means Clustering

Hierarchical Clustering

Gaussian Mixture Models (GMMs)

Setting Up Your Environment

Extra Help With Python Coding for Beginners

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Quick links

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