Tag Archives: Joint Probability Density Function

Topic 18 – Probability & Statistics

Why do I need to learn about probability and statistics?

Probability and statistics are fundamental tools for understanding many modern theories and techniques such as artificial intelligence, machine learning, deep learning, data mining, security, digital imagine processing and natural language processing.

What can I do after finishing learning about probability and statistics?

You will be prepared to learn modern theories and techniques to create modern security, machine learning, data mining, image processing or natural language processing software.

That sounds useful! What should I do now?

Please read this Dimitri P. Bertsekas and John N. Tsitsiklis (2008). Introduction to Probability. Athena Scientific book.

Alternatively, please watch
– this MIT 6.041SC Probabilistic Systems Analysis and Applied Probability, Fall 2013 course (Lecture Notes), and
– this MIT RES.6-012 Introduction to Probability course (Lecture Notes),
and read these notes.

After finishing reading the book please click Topic 19 – Introduction to Computation and Programming Using Python to continue.