Home
Q&A
Education
Technology
Credit
General
Health
Insurance
Questions
Ask a Question
Which machine learning classifier to choose, in general?
Home
Education
Which machine learning classifier to choose, in...
asked
Jan 22, 2022
in
Education
by
JackTerrance
There are a lot of classifiers to choose from but how to understand which classifier to use and when? Is there any common approach or logic I should follow ? Select the correct answer from above options
machine-learning
1
Answer
0
votes
answered
Jan 22, 2022
by
JackTerrance
@Anisha, There is no specific logic for choosing a classifier but following are some preferrable classification technique which is commonly used depending on your requirement: Decision Tree-Decision tree is one of the most popular tools for classification and prediction. It is a flowchart of a tree structure where each note represents a test, each branch represents the outcome of a test and each terminal node hold a class label. Rule-based classifiers-The term rule-based classification can be used to refer to any classification scheme that makes use of IF-THEN rules for class prediction. SMO (SVM)-A Support Vector Machine (SVM) is a discriminative classifier formally defined by a separating hyperplane. In other words, this algorithm outputs an optimal hyperplane which categorizes new examples. Naive Bayes-Naive Bayes predicts membership probabilities for each class such as probability that given record or data point belongs to a particular class . Neural Networks-A neural network consists of units (neurons), arranged in layers, which convert an input vector into some output. For more details you may visit:
https://scikit-learn.org/stable/tutorial/machine_learning_map/
Related questions
0
votes
Q: In machine learning which algorithm should I use to recommend, based on different features like rating,type,gender etc
I am developing a website, which will recommend recipes to the visitors based on their data. I am collecting ... appreciated, Thanks. Select the correct answer from above options...
asked
Feb 3, 2022
in
Education
by
JackTerrance
machine-learning
0
votes
Q: Machine learning in OCaml or Haskell?
I'm hoping to use either Haskell or OCaml on a new project because R is too slow. I need to be able to ... in either Haskell or OCaml? Select the correct answer from above options...
asked
Feb 8, 2022
in
Education
by
JackTerrance
machine-learning
artificial-intelligence
data-science
0
votes
Q: Machine learning in OCaml or Haskell?
I'm hoping to use either Haskell or OCaml on a new project because R is too slow. I need to be able to ... in either Haskell or OCaml? Select the correct answer from above options...
asked
Feb 5, 2022
in
Education
by
JackTerrance
machine-learning
artificial-intelligence
data-science
0
votes
Q: NLP and Machine learning for sentiment analysis
I'm trying to write a program that takes text(article) as input and outputs the polarity of this text, ... open-source implementation. Select the correct answer from above options...
asked
Feb 4, 2022
in
Education
by
JackTerrance
machine-learning
neural-network
artificial-intelligence
0
votes
Q: Real world examples of Machine Learning?
Recently i was doing the Machine Learning course at Coursera by Prof. Andrew Ng. After doing this course i ... be highly appreciated. Select the correct answer from above options...
asked
Feb 3, 2022
in
Education
by
JackTerrance
machine-learning
0
votes
Q: Resources for working with Machine Learning in F#
I have learned a Machine Learning course using Matlab as a prototyping tool. Since I got addicted to F#, I ... of resources? Thanks. Select the correct answer from above options...
asked
Jan 30, 2022
in
Education
by
JackTerrance
machine-learning
neural-network
data-science
artificial-intelligence
0
votes
Q: Best machine learning technique for matching product strings
Here's a puzzle... I have two databases of the same 50000+ electronic products and I want to match products ... I tackle this problem? Select the correct answer from above options...
asked
Jan 29, 2022
in
Education
by
JackTerrance
machine-learning
neural-network
objective-function
artificial-intelligence
data-science
0
votes
Q: What are some economically important applications of machine learning?
I just started with machine learning. I want to know about the applications of machine learning. I know we ... recent applications. Select the correct answer from above options...
asked
Jan 26, 2022
in
Education
by
JackTerrance
machine-learning
data-science
artificial-intelligence
deep-learning
neural-network
0
votes
Q: difference between Data Analytics, Data Analysis, Data Mining, Data Science, Machine Learning, and Big Data?
Can someone tell me the difference between Data Analysis, Data Mining, Data Analytics, Data Science, Machine learning ... each other. Select the correct answer from above options...
asked
Jan 24, 2022
in
Education
by
JackTerrance
machine-learning
data-mining
data-science
big-data
data-analysis
0
votes
Q: What is machine learning?
What is machine learning? State some applications of machine learning. What will the machine learning code do? When ... set of inputs? Select the correct answer from above options...
asked
Jan 22, 2022
in
Education
by
JackTerrance
machine-learning
0
votes
Q: Is there a recommended package for machine learning in Python?
Previously, I have implemented a variety of machine learning & statistical algorithms in C++ and MATLAB but I ... learning in Python? Select the correct answer from above options...
asked
Jan 22, 2022
in
Education
by
JackTerrance
python
machine-learning
0
votes
Q: How to interpret “loss” and “accuracy” for a machine learning model
While training my neural network using Theano or tensorflow, a variable called loss per epoch was reported. Now ... neural network? Select the correct answer from above options...
asked
Jan 22, 2022
in
Education
by
JackTerrance
machine-learning
neural-network
objective-function
0
votes
Q: Why does one hot encoding improve machine learning performance?
I have noticed that when One Hot encoding is used on a particular data set (a matrix) and used as training data ... how does it happen? Select the correct answer from above options...
asked
Jan 22, 2022
in
Education
by
JackTerrance
machine-learning
data-mining
0
votes
Q: What is Bias in Machine Learning?
Can anyone explain Bias in Machine Learning? Select the correct answer from above options...
asked
Jan 11, 2022
in
Education
by
JackTerrance
machine-learning
0
votes
Q: What is regularization in Machine Learning?
Can anyone tell me what is regularization in Machine Learning? Select the correct answer from above options...
asked
Jan 11, 2022
in
Education
by
JackTerrance
machine-learning
regularization
...