Welcome! in this machine learning beginner to expert video course for free tutorials download, If you want to learn machine learning to this course for you with best video detailed tutorials.
Machine Learning Beginner to Expert Video Course For Free
Course Content Short Overview:
- Model and Cost Function
- Linear Algebra Review
- Multivariate Linear Regression
- Computing Parameters Analytically
- Submitting Programming Assignments
- Octave Matlab Tutorial
- Classification and Representation
- Logistic Regression Model
- Multi-class Classification
- Solving the Problem of Over-fitting
- Neural Networks
- Cost Function and Back-propagation
- Application of Neural Networks
- Back-propagation in Practice
- Evaluating a Learning Algorithm
- Bias vs. Variance
- Building a Spam Classifier
- Handling Skewed Data
- Using Large Data Sets
- Large Margin Classification
- SVMs in Practice
- Principal Component Analysis
- Applying PCA
- Density Estimation
- Building an Anomaly Detection System
- Multivariate Gaussian Distribution
- Predicting Movie Ratings
- Collaborative Filtering
- Low Rank Matrix Factorization
- Gradient Descent with Large Data-sets
- Advanced Topics
- Photo OCR
Requirements for the course:
- Learning desire.
- Basic Programming knowledge.
- Math Understanding (Required!)
Who is the audience for the course:
- Anyone who want to learn machine learning,
- For beginners,
- If you are expert in machine learning, also download the course.
Course Review : 8.5 out of 10
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