Top Machine Learning Algorithms
Top Machine Learning Algorithms
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Linear Regression & Gradient Descent
Linear Regression & Gradient Descent
Gradient descent algorithm
Gradient descent algorithm
X is the input vector, while Y is the label.
w are training weights, while b is a bias.
Predict result:
Relevant reading materials:
Relevant reading materials:
Pattern Recognition and Machine Learning (Information Science and Statistics) by Christopher M. Bishop – Chapter 3. Linear Models for Regression (p.137 – p.178)
Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville- Chapter 5.1.4. Example: Linear Regression
Relevant video lectures:
Relevant video lectures:
Andrew Ng’s – Lecture 2.1 – 2.7 Linear Regression
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