machinelearning

/machinelearning47

Is anyone aware of a machine learning/AI model that can generate titles based on Video content?
Where can I find any thing machine learning engineering?
State space models can be used as drop in replacements for attention, but with more favourable sequence length scaling. This video may well be the most lucid intro to state space models I've come across:
https://youtu.be/QJHA-PY8zDc?si=J5kGW87Yg0SAFdpR
Interesting to learn how linear regression training works. It finds optimal parameter values by minimizing the Mean Squared Error (MSE).

The gradient descent algorithm adjusts the parameters iteratively to achieve the lowest cost.
https://imagedelivery.net/BXluQx4ige9GuW0Ia56BHw/f86016ff-d064-40bd-8b0f-125ae1139400/original
Taking a course on machine learning.

I learned about how a machine actually learns, which is by minimising the cost function. In sense is making random guesses to get aline that minimises the RSS value.

Gradient descent algorithm is one way to achieve the above, giving it the right initial guess and learning rate.
Hello guys, Am a web developer trying to transition into Data science and Machine Learning. Nice to meet you
Training my XGBoost model for a simple classification task.
Optimizing hyperparameters using optuna
https://imagedelivery.net/BXluQx4ige9GuW0Ia56BHw/0b3b4d65-07b3-46e1-1c95-2246700fdc00/original
https://arxiv.org/abs/2311.08360 (in-context learning transitions into in-weights learning)
The development of machine learning is expected to be increasingly automated. Some sectors that best exemplify this fun fact about technology are agriculture, cybersecurity, fintech, manufacturing, and many more.
DeepMind announced AlphaFold 3, the latest iteration of its protein folding project.

AlphaFold 3, like its predecessors, primarily predicts how proteins fold based on their amino acid sequences.

AlphaFold uses machine learning to simulate the likely 3D structure a protein will adopt through folding.
The programming language to develop AI has changed a lot, in its beginnings Prolog was used as the main language, nowadays Python and C++ have that role, due to their applicability in this field.
https://imagedelivery.net/BXluQx4ige9GuW0Ia56BHw/1d6c3967-00fa-4096-b1d9-2b9dc13b7700/original
Is the plot of The Matrix an example of supervised or unsupervised AI training? I feel like the Architect does unsupervised learning and The Oracle explains the process of unsupervised learning to the algorithm.
The 99.99% effectiveness mentioned by the Architect in his speech tells us the error is .01. Thoughts?
I had been training my models on Runway ML lab since 2020. Now Runway deprecated the lab and left me with a pile of .pkl files of my trained models. Where can I host them and continue training?
@scizors.eth this might be handy for u too