Machine Learning with Mahout
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Updated On 02 Feb, 19
Apache Mahout Tutorial - Machine Learning with Mahout - Introduction to Apache Mahout - What is Mahout ? - Mahout Overview - Machine Learning Use cases - Classification of Apache Mahout - Mahout Machine Learning - Learning Techniques in Mahout - Supervised Learning Technique In Mahout - Introduction to Recommendation Systems - Introduction to Pearsons Correlation - Understanding Distance Measures in Apache Mahout - Understanding Euclidean Distance & Cosine Similarities in Mahout - Tanimoto Coefficient - Understanding Basics of Clustering - Introduction to Clustering in Mahout - Clustering Algorithms - ClickStream Analytics in Mahout - Introduction to Fuzzy K Means - Collaborative Filtering Framework - Similarities Metrics in Mahout - Introduction to Myrrix and Oryx - What is Canopy Clustering | Canopy Clustering in Mahout - What is Topic Model | Understanding LDA (Latent Dirichlet Allocation) - Introduction to Clustering Techniques - Understanding Apriori Algorithm - Apriori Algorithm Using Mahout - Mahout Clustering - Mahout Clustering Tutorial - Apache Mahout Clustering - Mahout Overview - Mahout Machine Learning - Mahout Use Cases - Apache Mahout Tutorial
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The video gives an overview of classification, focusing on why Mahout is a powerful choice for classification. Classification in Mahout has been explained in detail.
Following are the topics covered in the video
1. Overview of Classification
3. Some Examples
4. Advantages and Disadvantages over Classification
5. Applications of classification
6. How classification works?
7. Predictors Vs Target Variables
8. Types of Predictor Variables
9. Predictor Variables
10. Types of Predictor Values
11. Feature Extraction
12. Processing raw data into classified data
13. Computational Marketing Example
15. SGD for classifying 20 news groups
16. Random Forests
17. Evaluating Classifier
19. Target Leaks
20. Tuning the Classifier
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The topics related to ‘Classification in Apache Mahout’ have extensively been covered in our course ‘Machine Learning with Mahout’.
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Sep 12, 2018
Excellent course helped me understand topic that i couldn't while attendinfg my college.
March 29, 2019
Great course. Thank you very much.