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Machine Learning and Statistical Learning with Python
An excellent training about Data Science
Machine Learning with Python
This is the bite size course to learn Python Programming for Machine Learning and Statistical Learning. In CRISP DM data mining process, machine learning is at the modeling and evaluation stage. You will need to know some Python programming, and you can learn Pythonprogramming from my “Create Your Calculator: Learn Python Programming Basics Fast” course. You will learn Python Programming for machine learning and you will be able to train your own prediction models with naive bayes, decision tree, knn, neural network, linear regression, and evaluate your models very soon after learning the course. I will create Applied statistics using Python for data understanding stage and advanced data visualizations for data understanding stage and includes some data processing for data preparation stage in future. ContentGetting StartedGetting Started 2Getting Started 3Getting Started 4Data Mining ProcessDownload Data setRead Data setSimple Linear RegressionBuild Linear Regression Modela: Train and Test setBuild and Predict Linear Regression ModelsKMeans ClusteringKMeans Clustering in PythonAgglomeration ClusteringAgglomeration Clustering in PythonDecision Tree ID3 ALgorithmDecision Tree in PythonKNNClassificationKNN in PythonNaive Bayes ClassificationNaive Bayes in PythonNeural Network ClassificationNeural Network in PythonWhat Algorithm to Use?Model EvaluationModel Evaluation using Python for ClassificationModel Evaluation using Python for Regression
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