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Machine learning in python

Track :

Programming

Course Presenter :

Data School

Lessons no : 11

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What will you learn in this course?
  • Implement machine learning algorithms in Python using scikit-learn for classification and regression tasks
  • Prepare and preprocess datasets with pandas and NumPy for effective machine learning model training
  • Apply clustering techniques like K-means and hierarchical clustering to discover data patterns and segments
  • Perform dimensionality reduction using PCA to improve model performance and visualization in Python
  • Evaluate machine learning models with cross-validation, accuracy metrics, and confusion matrices in Python
  • Tune hyperparameters to optimize model performance and prevent overfitting in Python-based machine learning projects
  • Visualize data, model results, and performance metrics using Matplotlib for insightful analysis and presentation
  • Build, interpret, and deploy machine learning models confidently for real-world applications in Python

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Lessons | 11

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Machine learning in python, in this course we will learn about machine learning in Python, covering both theory and practical implementation. We will explore supervised and unsupervised learning, classification, regression, clustering, and dimensionality reduction using powerful Python libraries such as scikit-learn, pandas, NumPy, and Matplotlib. You will gain hands-on experience in preparing datasets, training models, evaluating performance, and improving accuracy using techniques like cross-validation and hyperparameter tuning. Whether you are predicting outcomes, discovering patterns, or building smart applications, this course will guide you through the core concepts and help you apply them effectively. By the end, you'll be able to build machine learning models from scratch, interpret their outputs, and deploy your solutions confidently in real-world scenarios. No prior ML experience needed—just basic Python knowledge. Data School