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Diploma Courses

Machine Learning Basics Course for AI and Data Science Beginners

Certfee Diploma Courses

Institute: Certfee Diploma Courses

Certificate Type: Professional Certificate

Courses Descriptions

Learn machine learning fundamentals, algorithms, data analysis, and predictive modeling. Build a strong foundation in AI and data science with practical applications.

What is Machine Learning?
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Importance and Real-World Applications
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Types of Machine Learning (Supervised, Unsupervised, Reinforcement Learning)
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Key Terms and Concepts (Features, Labels, Training, Testing)
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Setting Up the Learning Environment (Python, Jupyter Notebook, Libraries)
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Overview of Supervised Learning
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Regression vs. Classification
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Common Algorithms in Supervised Learning
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Model Evaluation (Accuracy, Precision, Recall, F1-Score)
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Hands-on: Building and Evaluating a Simple ML Model
0:00:00

Overview of Unsupervised Learning
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Clustering Algorithms
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Dimensionality Reduction Techniques
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Real-World Applications (Customer Segmentation, Anomaly Detection)
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Hands-on: Implementing Clustering with Real Data
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Overfitting and Underfitting
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Cross-Validation Techniques
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Hyperparameter Tuning (Grid Search, Random Search)
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Feature Engineering and Selection
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Hands-on: Improving Model Performance
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What is Deep Learning?
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Introduction to Neural Networks
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Overview of TensorFlow & PyTorch
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Ethical Considerations in Machine Learning
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Future of Machine Learning & AI
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Final Project: Apply Machine Learning to a Real-World Problem
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Institution

Certfee Diploma Courses
Certfee Diploma Courses

A Certfee diploma certificate boosts your CV, validates professional skills, increases job opportunities, and helps you qualify for better careers globally.

Certificate Type: Professional Certificate

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Courses Includes:

  • Price : ₦221,000.00
  • Institute : Certfee Diploma Courses
  • Durations : 30 Hour
  • Lessons : 26
  • Students : 0
  • Language : English
  • Level : Beginners Level
  • Certifications : Yes
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