Search

Home > Machine Learning Guide > 12. Shallow Algos 1
Podcast: Machine Learning Guide
Episode:

12. Shallow Algos 1

Category: Technology
Duration: 00:53:17
Publish Date: 2017-03-19 00:00:00
Description:

Speed-run of some shallow algorithms: K Nearest Neighbors (KNN); K-means; Apriori; PCA; Decision Trees

## Resources - Andrew Ng Week 8 (https://www.coursera.org/learn/machine-learning/resources/kGWsY) - Tour of Machine Learning Algorithms (http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms) `article:easy` - Elements of Statistical Learning (http://amzn.to/2tWW8He) `book:hard` - Pattern Recognition and Machine Learning (http://amzn.to/2sDIIfb) (Free PDF? (https://goo.gl/aX038j)) `book:hard` - Machine Learning with R (http://amzn.to/2n5fSUF) `book:medium` - Which algo to use? ** Pros/cons table for algos (https://blog.recast.ai/machine-learning-algorithms/2/) `picture` ** Decision tree of algos (http://scikit-learn.org/stable/tutorial/machine_learning_map/) `picture`

## Episode KNN (supervised)

Unsupervised - Clustering -> K-Means - Association rule learning / Market basket -> Apriori - Dimensionality Reduction -> PCA

Decision Trees (supervised, classify/regress) - Random Forests - Gradient Boost

Total Play: 0

Users also like

200+ Episodes
Data Science .. 300+     20+
300+ Episodes
Revolutions 2K+     50+
2 Episodes
Anxiety & De .. 20+    
100+ Episodes
Fisicast 800+     60+