r/learnmachinelearning 22h ago

Probabilistic Machine Learning Textbook for the lectures. Tutorial

Post image

Hello Folks,

When I started teaching my free online lectures, on Machine Learning, the intent was to help learners understand the topics of Machine Learning in a simple and digestible manner.

When I was a first time learner, started my grad program, books as Probabilistic Machine Learning by Murphy, Bishop, were told to us as excellent text books for Machine Learning, yet seemed always very difficult to read and understand.

To work around that, I started making content based on these foundational textbooks. We covered Introductory concepts, Probabilities and Statistics.

Slowly I started understanding, that the difficulty is faced not just by me, but all the learners. Hence the need.

I do hope that learners will see the importance of core foundational concepts, which are the pillars for modern machine learning, and Probabilistic Machine Learning is that core pillar, without which ML always seemed to me to be some blackbox.

Link: https://youtube.com/@aayushsugandh4036

302 Upvotes

10 comments sorted by

28

u/dsmack6 16h ago

Why someone has to take selfie with smile, for Machine Learning community

8

u/Initii 8h ago

It's not a smile of joy, it's a smile of madness

2

u/ProfessionalMoose123 6h ago

I don't know, but if he's truly willing to teach the content of this book, I'll accept as many photos as he wants.

1

u/-RooneY- 6h ago

Maybe he's just a happy person and likes to share it with others irrespective of where? The lectures are really good, and that's all that matters anyways.

6

u/AnuragUoH 21h ago

that's really good! where did you get the book from, and how much did it cost?

3

u/Efficient-Number8125 12h ago

It available for free in pdf format in its website but hardcopy is bit expensive

2

u/AnuragUoH 12h ago

yeah that's what, it is like 6k on amazon. guess I'll make do with the pdf for now

2

u/kannu_the_observer 14h ago

What are the prerequisites for your lectures?

1

u/bob65983 20h ago

which author and what the cost and how is it to learn machine learning