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Unsupervised Learning & Clustering Course | NWS
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AI & Machine Learning
Machine Learning Fundamentals
Unsupervised Learning & Clustering
Unsupervised Learning & Clustering
Master Unsupervised Learning & Clustering with hands-on challenges and interactive lessons.
Enroll
20
Levels
Intermediate
Difficulty
Course Curriculum
3485 Total XP
740 min
Level 1: Introduction to Unsupervised Learning
20 min
·
Beginner
+335 XP
Enroll
Level 2: Types of Unsupervised Learning
25 min
·
Beginner
+100 XP
Enroll
Level 3: Introduction to Clustering
20 min
·
Beginner
+100 XP
Enroll
Level 4: K-Means Clustering
30 min
·
Beginner
+100 XP
Enroll
Level 5: K-Means Clustering in Practice
35 min
·
Beginner
+100 XP
Enroll
Level 6: Hierarchical Clustering
30 min
·
Intermediate
+150 XP
Enroll
Level 7: DBSCAN Clustering
35 min
·
Intermediate
+150 XP
Enroll
Level 8: Clustering Evaluation Metrics
30 min
·
Intermediate
+150 XP
Enroll
Level 9: Dimensionality Reduction
35 min
·
Intermediate
+150 XP
Enroll
Level 10: Principal Component Analysis (PCA)
40 min
·
Intermediate
+150 XP
Enroll
Level 11: t-Distributed Stochastic Neighbor Embedding (t-SNE)
40 min
·
Advanced
+200 XP
Enroll
Level 12: Autoencoders for Dimensionality Reduction
45 min
·
Advanced
+200 XP
Enroll
Level 13: Association Rule Learning
35 min
·
Advanced
+200 XP
Enroll
Level 14: Market Basket Analysis
40 min
·
Advanced
+200 XP
Enroll
Level 15: Clustering in High-Dimensional Spaces
45 min
·
Advanced
+200 XP
Enroll
Level 16: Clustering with Categorical Data
40 min
·
Advanced
+200 XP
Enroll
Level 17: Clustering with Time Series Data
45 min
·
Advanced
+200 XP
Enroll
Level 18: Clustering with Text Data
45 min
·
Advanced
+200 XP
Enroll
Level 19: Advanced Topics in Clustering
45 min
·
Advanced
+200 XP
Enroll
Level 20: Capstone Project
60 min
·
Advanced
+200 XP
Enroll
