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Educlassix ProjectEduclassix Project
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  • Machine Learning

Machine Learning

  • By educlassixglobal
  • (1 Rating)
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    • Learn how machines learn from data. Build predictive models, explore regression and classification techniques, and apply machine learning algorithms using real datasets and industry-standard tools

      What Will You Learn?
      • ML models & algorithms
      • Regression & clustering
      • Feature engineering
      • Model evaluation skills
      • Python ML tools
      • End-to-end ML projects

      Course Content

      Introduction to ML

      • Machine Learning definitions
      • Applications
      • Types of Machine Learning

      Python for ML

      • NumPy
      • Pandas
      • Matplotlib
      • Scikit-learn

      EDA & Data Preprocessing

      • Handling missing data
      • Outliers
      • Encoding techniques
      • Feature scaling

      Feature Engineering

      • Feature selection
      • Dimensionality reduction overview

      Linear & Logistic Regression

      • Mathematical intuition
      • Implementation
      • Evaluation metrics

      KNN & SVM

      • How KNN works
      • Hyperparameters of KNN
      • SVM theory

      Decision Trees & Random Forests

      • Tree building
      • Pruning
      • Ensemble method

      Model Evaluation

      • Confusion Matrix
      • ROC-AUC
      • Precision
      • Recall

      Unsupervised Learning

      • K-Means Clustering
      • Hierarchical Clustering

      PCA & t-SNE

      • Dimensionality reduction
      • Visualization techniques

      Association Rule Mining

      • Apriori algorithm
      • Eclat algorithm

      Ensemble Methods

      • Bagging
      • Boosting
      • Stacking

      Cross Validation & Tuning

      • Grid Search
      • Random Search
      • Cross-validation strategies

      Model Deployment Basics

      • Flask / Streamlit introduction
      • Saving models with joblib

      Capstone Project – Part 1

      • Data loading
      • EDA
      • Feature Engineering

      Capstone Project – Part 2

      • Modeling
      • Hyperparameter Tuning
      • Evaluation

      Capstone Project – Part 3

      • Deployment overview
      • Improvements & optimization

      ML Interview Prep

      • Top interview questions
      • Resume building for ML roles

      Tags

      • Development

      A course by

      E
      educlassixglobal

      Student Ratings & Reviews

      5.0
      Total 1 Rating
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      1
      0 Rating
      2 years ago
      Engaging and easy to follow.

      Course Includes:

      • Price:
        $699.00
      • Instructor:educlassixglobal
      • Duration: 40 hours
      • Lessons:50
      • Students:3
      • Level:Beginner
      $699.00
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