دبلومة تعلم الآلة وعلوم البيانات| Machine Learning Diploma
Description:
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Diploma Definition
Linear Algebra for Machine Learning
Data Exploration and Preparation
Probability and Statistics for Data Science
NumPy Library
Pandas Library
Visualization Libraries (matplotlib, seaborn)
Intro to Machine Learning concepts
Numerical optimization
Regression with different Methods
End to End Machine Learning Projects
Regularization
Kaggle platform
Classification (Binary, Multiclass, different metrics)
K-Nearest Neighbors
Naive Bayes
Logistic Regression
Support Vector Machines
Decision Trees
Ensemble Learning (Voting, Bagging, Boosting)
Hyperparameters Tuning
Practical projects
What is next ?
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