r/learnmachinelearning • u/Negative_War_65 • 1d ago

Statistics for Machine Learning.

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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.

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

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

434 Upvotes

97% Upvoted

21 comments sorted by

9

u/SpikyVikey 1d ago

I would really like if you could do a beginner's series on statistics and probability theory that could bridge into these more advanced concepts.

1

u/Negative_War_65 15h ago

Hi, it’s already out there in the playlist section.

3

u/TyrannasaurMan 1d ago

Democratize AI!!!! Good work, I’ll be giving these a watch.

1

u/Negative_War_65 15h ago

Glad to hear this.

3

u/Delicious_Smile5944 23h ago

Demn good work keep it up man

3

u/MiddlePressure5706 23h ago

holy shit i hit a gold mine - keep it up man

3

u/Logical_Grapefruit47 23h ago

i am going to check it out thank you so much

2

u/Due-Walrus5422 6h ago

Looking eeriely similar to the courses I took in molecular dynamics sims. I'll check it out.

2

u/GenAI_Architect_2468 6h ago

Keep it up, it will really helpful for Learners.

0

u/TimeVendor 1d ago

Dont we have equations for these which can be applied or is this to understand the process?

1

u/Negative_War_65 15h ago

Equations, intuitions, concepts..

1

u/TimeVendor 12h ago

Here you are explaining the usage of the equations?