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Machine Learning

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Sunitarai@123
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    • Course Content

      Introduction to Machine Learning
      At its core, Machine Learning (ML) is a branch of artificial intelligence that focuses on building systems that learn or improve performance based on the data they consume.

      • What is Machine Learning
      • Types of Machine Learning
      • Machine Learning applications in real life
      • Machine Learning project lifecycle
      • Understanding datasets, features, labels

      Python for Machine Learning

      • Python basics for ML
      • NumPy
      • Pandas
      • Matplotlib & Seaborn
      • Practical Flow

      Data Preprocessing

      • Handling missing values
      • Removing duplicates
      • Handling outliers
      • Encoding categorical variables
      • Feature scaling
      • Train-test split

      Exploratory Data Analysis

      • Understanding dataset structure
      • Data distribution
      • Correlation analysis
      • Feature importance
      • Visualization techniques

      Supervised Machine Learning Algorithms

      • Overview on Supervised Machine Learning
      • What is Regression
      • What is Classification

      Unsupervised Machine Learning Algorithms

      • Overview on Unsupervised Learning
      • K-Means Clustering
      • Hierarchical Clustering
      • Use cases

      Model Improvement

      • What is Model Improvement
      • Overfitting vs. Underfitting
      • Cross-Validation
      • Hyperparameter tuning
      • Grid Search

      Feature Engineering

      • What is Feature Engineering?
      • Feature Selection
      • Creating new features
      • Dimensionality Reduction

      Model Deployment

      • Understand Model Deployment
      • Creating ML API using Flask or FastAPI

      Real-World ML Projects

      • House Price Prediction
      • Customer Churn Prediction
      • Customer Segmentation

      Student Ratings & Reviews

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      Course Includes

      • Price :Free
      • Enrolled :0 Students
      • Lessons :42 Lessons
      • Quiz :0 Quizzes
      • Skill Level :Intermediate
      • Category :AI
      • Start Learning
        • Intermediate
        • 0 Total Enrolled
        • April 19, 2026 Last Updated
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