So, are computing gradients details of backpropagation that it is failing to abstract over, or are gradients the goal that backpropagation achieves? It isn't both, its just the latter. This is like complaining about…
Nah, Karpathy's title is "Yes you should understand backprop", and his first highlight is "The problem with Backpropagation is that it is a leaky abstraction." This is his choice as a communicator, not the poster to HN.…
Its a nit pick, but backpropagation is getting a bad rep here. These examples are about gradients+gradient descent variants being a leaky abstraction for optimization [1]. Backpropagation is a specific algorithm for…
I am not hiring, but might be able to help with some other parts. DM me if you want to talk.
I use python extensively. I've used bash (+awk+xargs+sed...) extensively. Nushell is already a great improvement over bash _as a shell_. It is even better when using it to compose _preexisting text based programs_. I…
Very nice formalization. One area for refinement: it considers two stacks either identical or unrelated. Consider that stack A;B is actually very close to A;B;C, the difference might be due to a sample time occurring…
I've needed these capabilities often while using awk for converting messy logs/error outputs into tables/commands. Nowadays I like the nushell approach to the composition: echo 'quux=123 foo=123 bar=123' | str replace…
Mislabeled? sounds like you're SEEKING WORK, SEEKING FREELANCER is for the other side.
SEEKING WORK | NYC area | Remote Hi, I am Daniel Vainsencher, ML PhD and practitioner. You want to use AI to solve a business or technical problem, have data and a team, but no senior research staff. I can, on a…
I've joined the Tribe community a few months ago, done one project with them, so far very happy with my experience. - Pleasant, helpful, knowledgeable people on the slack. - Brief and effective process matching me with…
Some applications depend on approximately solving optimization problems that are hard even for small problems. The poster child here is combinatorial optimization (more or less equivalently, np-complete problems),…
We see so many examples of regulations having directionally wrong effects... That regulation is adversarial (largest regulated entities are savvy and often propose the regulations), has higher order and long term…
SEEKING WORK | US East coast | Remote Hi, I am Daniel Vainsencher, ML PhD and practitioner. I can, on a consulting/contracting basis: 1. Convert your business problems into well defined prediction and decision problems,…
SEEKING WORK | US East coast | Remote Machine Learning/optimization expert, I can: 1. Design ML systems tailored to business needs, 2. Coach your engineer/research staff on ML/Optimization, 3. PoC/customize/troubleshoot…
Now this sounds like a proper fun problem! :)
So, are computing gradients details of backpropagation that it is failing to abstract over, or are gradients the goal that backpropagation achieves? It isn't both, its just the latter. This is like complaining about…
Nah, Karpathy's title is "Yes you should understand backprop", and his first highlight is "The problem with Backpropagation is that it is a leaky abstraction." This is his choice as a communicator, not the poster to HN.…
Its a nit pick, but backpropagation is getting a bad rep here. These examples are about gradients+gradient descent variants being a leaky abstraction for optimization [1]. Backpropagation is a specific algorithm for…
I am not hiring, but might be able to help with some other parts. DM me if you want to talk.
I use python extensively. I've used bash (+awk+xargs+sed...) extensively. Nushell is already a great improvement over bash _as a shell_. It is even better when using it to compose _preexisting text based programs_. I…
Very nice formalization. One area for refinement: it considers two stacks either identical or unrelated. Consider that stack A;B is actually very close to A;B;C, the difference might be due to a sample time occurring…
I've needed these capabilities often while using awk for converting messy logs/error outputs into tables/commands. Nowadays I like the nushell approach to the composition: echo 'quux=123 foo=123 bar=123' | str replace…
Mislabeled? sounds like you're SEEKING WORK, SEEKING FREELANCER is for the other side.
SEEKING WORK | NYC area | Remote Hi, I am Daniel Vainsencher, ML PhD and practitioner. You want to use AI to solve a business or technical problem, have data and a team, but no senior research staff. I can, on a…
I've joined the Tribe community a few months ago, done one project with them, so far very happy with my experience. - Pleasant, helpful, knowledgeable people on the slack. - Brief and effective process matching me with…
Some applications depend on approximately solving optimization problems that are hard even for small problems. The poster child here is combinatorial optimization (more or less equivalently, np-complete problems),…
We see so many examples of regulations having directionally wrong effects... That regulation is adversarial (largest regulated entities are savvy and often propose the regulations), has higher order and long term…
SEEKING WORK | US East coast | Remote Hi, I am Daniel Vainsencher, ML PhD and practitioner. I can, on a consulting/contracting basis: 1. Convert your business problems into well defined prediction and decision problems,…
SEEKING WORK | US East coast | Remote Machine Learning/optimization expert, I can: 1. Design ML systems tailored to business needs, 2. Coach your engineer/research staff on ML/Optimization, 3. PoC/customize/troubleshoot…
Now this sounds like a proper fun problem! :)