Machine Learning Course
26-Feb-2017Kommentare (0)
Excellent online course "Machine Learning" given by Andrew Ng from Stanford University.
I have completed the excellent online course Machine Learning given by Andrew Ng from Stanford University. I am proud of my overall performance - 100% = the best possible score.
The course took 11 weeks from December 2016 to February 2017. The following topics were covered:
- Supevised learning: linear regression, logistic regression, neural networks, SVM (Support Vector Machines)
- Unsupevised learning: K-means clustering, PCA (Principal Component Analysis), anomaly detection
- Special topics: recommender systems, large scale machine learning
- Tips and tricks: Bias/variance consideration, regularization, learning curves, error analysis, ceiling analysis
- Programming in Octave
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