Covers: theory of Optimization

Wikipedia helps user grasp the big picture, and then you could decide for yourself if you need to learn further.

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- Objectives
- Learn about a key concept in optimization and set a solid foundation for learning Machine Learning and Deep Learning
- Potential Use Cases
- Optimization; learning ML & DL
- Who is This For ?
- BEGINNER

Click on each of the following **annotated items** to see details.

Resources5/5

VIDEO 1. Gradient Descent explained by Andrew Ng

This video is part of the Deep Learning specialization by Andrew Ng, and clearly explains gradient descent concept.12 minutes

ARTICLE 2. Gradient Descent Clearly Explained (If you prefer to read)

A quality article from Khan Academy for people who prefer reading.15 minutes

ARTICLE 3. Wikipedia - Derivative

Wikipedia helps user grasp the big picture, and then you could decide for yourself if you need to learn further.5 minutes

VIDEO 4. Khan Academy - Calculus 101

Freely available resource of good quality.10 minutes

ARTICLE 5. Wikipedia - Mathematical Optimization

Wikipedia helps user grasp the big picture, and then you could decide for yourself if you need to learn further.5 minutes

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