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It's Your Data, Master It.
Machine Learning with NumPy
Overview
Skills Needed
Learn machine learning fundamentals with NumPy. Explore linear regression, classification, and clustering algorithms implemented with NumPy for basic machine learning tasks.
Basic knowledge of Python programming
Understanding of machine learning concepts
Outline
Introduction to Machine Learning with NumPy
Linear Regression Implementation
Logistic Regression for Classification
Decision Tree and Random Forest Algorithms
K-Means Clustering with NumPy
Dimensionality Reduction Techniques
Support Vector Machines (SVM) with NumPy
Neural Networks Basics with NumPy
Model Evaluation and Validation
Best Practices for Machine Learning with NumPy
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