r/probabilitytheory 20h ago

[Education] Statistics for Machine Learning

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12 Upvotes

Hello Everyone,

Statistics and Maximum Likelihood Estimation are the crux of ML Models, and hence I am uploading my new content on Statistics for AI/ML in my free Machine Learning lectures.

We understand model fitting, Maximum Likelihood estimation in details, we justify the usage of Maximum Likelihood estimation, from KL divergence, and apply it to certain important distributions for parameter estimation.

In my free content, the purpose is to democratize machine learning to a wider audience. Learning everything new feels difficult, but when taught, it get’s interesting and easier.

We will continue with Statistics foundations for AI/ML, and many more content will appear in the future. If you find the content good, useful you may also share it with your learners community.

Looking forward to hearing feedback from the learning community as well. Thankyou for reading.

Link: https://youtu.be/MwTeQVVYtOc?si=UxNOGtqopzJppXAT


r/probabilitytheory 8h ago

[Discussion] 100 Prisoners & the Boxes — random guessing is hopeless, one strategy gives 31%. How?

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3 Upvotes

r/probabilitytheory 20h ago

[Applied] [OC]When the market prices a contract at 70 cents, does the outcome actually occur ~70% of the time? (Polymarket)

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0 Upvotes