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Understand the concept of probability distributions
Potential Use Cases
Mathematical foundations for Deep Learning
Who is This For ?
Deep Learning practitioners new to Mathematical / Statistics foundations
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What is probability?
How can we compare probabilities?
2. Probability Distribution
How to describe probability distribution of discrete variables?
How to describe probability distribution of continuous variables?
3. Introduction to Probability Distributions
What is a probability?
What's the difference between sample and population?
4. Common Probability Distributions
What is a Bernoulli Distribution?
What is a Multinoulli Distribution?
What is a Gaussian Distribution?
What are the Exponential and Laplace Distributions?
What are the Dirac Distribution and Empirical Distribution?
5. Common Probability Distributions
What are discrete and continuous distributions?
What is the Bernoulli distribution?
What is a binomial distribution?
What is a geometric distribution?