Machine Learning with Python
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Basics
Python Ecosystem
Methods for Machine Learning
Data Loading for ML Projects
Understanding Data with Statistics
Understanding Data with Visualization
Preparing Data
Data Feature Selection
ML Algorithms − Classification
Introduction
Logistic Regression
Support Vector Machine(SVM)
Decision Tree
Naïve Bayes
Random Forest
ML Algorithms − Regression
Overview
Linear Regression
ML Algorithms − Clustering
Overview
K-Means Algorithm
Mean Shift Algorithm
Hierarchical Clustering
ML Algorithms − KNN Algorithm
Finding Nearest Neighbors
Performance Metrics
Automatic Workflows
Improving Performance of ML Models
Improving Performance of ML Model(contd..)

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