Unsupervised Machine Learning Certification Table of Contents


Table of Contents
 


 

Unsupervised Learning

  • What is unsupervised learning used for?
  • Why Use Clustering?

K-Means Clustering

  • 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

Hierarchical Clustering

  • 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

Gaussian Mixture Models (GMMs)

  • 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)

Setting Up Your Environment

  • Pre-Installation Check
  • Anaconda Environment Setup
  • How to install Numpy, Scipy, Matplotlib, Pandas, and Tensorflow

Extra Help With Python Coding for Beginners

  • 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)

Apply for Certification

https://www.vskills.in/certification/unsupervised-machine-learning-certification-course

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