Machine Learning & Data Science Diploma | Arabic

The "Machine Learning and Data Science Diploma using Python" is a unique program that enriches Arabic content in the field of artificial intelligence. It's a comprehensive training course centered on interaction, practical application, thorough explanation, and detailed algorithms starting from scratch. The course ensures a robust understanding of algorithms leading to practical implementation, aiding in building strong models applicable to real-life scenarios. It caters to beginners and anyone intrigued by data science, its analysis, and the study of machine learning and artificial intelligence, including Data Analysts, Data Scientists, Machine Learning Engineers, and AI Engineers This diploma not only equips you with the proficiency to learn machine learning and data science through coding but also ensures a solid grasp of the mathematics behind the algorithms. This understanding is essential for fine-tuning algorithmic parameters effectively.Topics covered in this diploma include:Definition of Diploma Linear Algebra for Machine Learning Data Exploration and Preparation Probability and Statistics for Data Science Num Py Library Pandas Library Visualization Libraries (matplotlib, seaborn)Introduction 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 C