Category Archives: Machine Learning

Machine Learning Scikit Learn

Machine Learning with Python

 

Natural Language Processing, Text Summarization,

 

 

 

Neural Network: Machine Learning

 

Machine Learning Mastery

The Naive Bayes algorithm is simple and effective and should be one of the first methods you try on a classification problem. In this tutorial you are going to learn about the Naive Bayes algorithm including how it works and how to implement it from scratch in Python. Update: Check out the follow-up on tips for …

 

Machine Learning in MATLAB: KNN

 

Statistics: For Machine Learning: Random Variables : Discrete and Continuous

 

 

Must See:

 

Probability is the measure of how likely an event is to occur out of the number of possible outcomes. This wikiHow will show you how to calculate different types of probabilities. Define your events and outcomes. Probability is the…

Machine Learning is Solving Real Life Problems

 

Training Set, Validation Set, Test Set

Training Set is a subset of the dataset used to build predictive models.
Validation Set is a subset of the dataset used to assess the performance of model built in the training phase
– It provides a test platform for fine-tuning model’s parameters and selecting the best performing model
– Not all modeling algorithms need a validation set
Test set or unseen examples is a subset of the dataset to assess the likely future performance of a model.
– If a model fits the training set much better than it fits the test set. Overfitting is probably the cause

 

Binary Classification(two class classification)

true|false, 1|0, -1|+1, male|female

Multi-class classification problems can be seen as binary classification problems.

Model Evaluation:

 

https://en.wikipedia.org/wiki/Confusion_matrix

Machine Learning in Easy Way


Deep Learning, Deep Neural Network:

 

WEKA

@relation weather

@attribute outlook {sunny, overcast, rainy}
@attribute temperature numeirc
@attribute humidity numeric
@attribute windy {TRUE,FALSE}
@attribute play {yes,no}

@data
sunny, 90, 77, TRUE, no
overcast, 88, 90, FALSE, no

Difference between AI, Machine Learning, NLP and Deep Learning

Different terms for:

https://www.quora.com/What-is-the-difference-between-AI-Machine-Learning-NLP-and-Deep-Learning/answer/Dmitriy-Genzel?ref=fb_page

 

Difference between AI, Machine Learning, NLP and Deep Learning

Different terms for:

https://www.quora.com/What-is-the-difference-between-AI-Machine-Learning-NLP-and-Deep-Learning/answer/Dmitriy-Genzel?ref=fb_page

 

Artificial Intelligence will lead the future

Google and the Self-Driving Car

Mission Machine Learning

https://www.ml.cmu.edu/people/core-faculty.html

http://www.kdnuggets.com/2016/09/poll-algorithms-used-data-scientists.html?utm_content=buffere6935&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer

http://www.talend.com/blog/2016/09/29/machine-learning-made-easy-with-talend-%E2%80%93-decision-trees

http://cs109.github.io/2015/

http://www.datamation.com/data-center/artificial-intelligence-vs.-machine-learning-whats-the-difference.html?utm_content=buffer7ce1f&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer

http://www.iamwire.com/2016/11/how-to-do-machine-learning-in-a-week/143288