Efficient Machine Learning

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Efficient Machine Learning provided by Udemy is a comprehensive online course, which lasts for 2-3 hours worth of material. Efficient Machine Learning is taught by Usama Albaghdady. Upon completion of the course, you can receive an e-certificate from Udemy. The course is taught in Englishand is Paid Course. Visit the course page at Udemy for detailed price information.

Overview
  • Become an Advanced Machine Learning Specialist, Learn Preprocessing, Feature Engineering, Model Evaluation and Selection

    What you'll learn:

    • Master Machine Learning
    • Performing Ideal Preprocessing
    • Understand Feature Engineering
    • Understand Feature Selection
    • Know the Best Way to Evaluate Models
    • Analyse Models and Overcome its Challenges
    • Hyperparameters Tuning
    • Make Accurate Predictions
    • Work with Real-World Data

    If you’re a machine learning specialist looking to make the transaction into the real-world AI applications.

    This comprehensive course will be your guide to learning how to scale-up your machine learning model to the optimal state possible, you 'll be learning everything you need to move you machine learning model to the next stage.

    This course is designed for both beginners with some programming experience or experienced developers looking to make the jump to Data Science!

    You'll learn the machine learning, AI, and data mining techniques real employers are looking for, including:


    Handling Missing Values

    Label Encoder

    One-Hot Encoder

    Normalization

    Standardization

    Binarization

    Principal Analysis Component (PCA)

    Manual Feature Engineering

    Automatic Feature Engineering

    Feature Selection

    Model Evaluation

    Confusion Matrix

    Precision and Recall

    F1-score and Fbeta-score

    Area Under Curve (AUC)

    Overfitting vs Underfitting

    Cross-Validation

    Analyzing Learning Curves

    Hyperparameters Tuning