Machine Learning Tutorials for Python

Machine learning

• How do I learn Machine Learning?
• What is Machine Learning?
• Machine Learning
• Machine Learning Tasks
• The importance of unsupervised learning
• What is supervised learning?
• What is the difference between supervised and unsupervised learning?
• What is the difference between statistics and Machine Learning?
• Machine Learning Classifier
• What are the Advantages of Different Classification Algorithms
• Training and test data
• bag of words
• bag of words euclidian distance

Decision Tree

• What are the Advantages of Using a Decision Tree for Classification?
• Decision tree
• Decision tree visual example

K-means

• k Nearest Neighbors
• kmeans clustering algorithm
• How is the k-nearest neighbor algorithm different from k-means cl
• kmeans clustering centroi
• kmeans elbow method
• kmeans text clustering

Regression

• Linear Regression
• logistic regression spam filter

Applications

• Translate
• Speech Recognition
• Text to speech
• Extract text from image

Algorithms

• Naive Bayes classifier
• Support Vector Machine
• Random Forest
• Neuroevolution

Boosting

• AdaBoost
• Random Forest
• Gradient Boosting
• XGBoost

General

• Top Data Mining Algorithms
• Top 10 Machine Learning Algorithms
• Is There a Recommended Package for Machine Learning in Python?