IIRF Online > Development > Data Science > Machine Learning > Certificate in Unsupervised Machine Learning
Certificate in Unsupervised Machine Learning by Vskills
Course Highlights
- Government certification
- Certification valid for life
- Lifelong e-learning access
- Learning Hours: 15+ hrs
- Life Time Job Support
- Job Profile Tagging
Skills you will learn!
Curriculum
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)
Certificate in Unsupervised Machine Learning
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