424 karma · joined September 7, 2022
Former SWE.
For most applications BERTs output is used to fine tune additional NN layers, eg for text classification
The tricky part is that 10% of your code will become the basis of your thesis / postdoc;)
How many geniuses did not advance science because they were ignorant of the current state of the art?
Imagine what an individual could achieve technologically today, if they were unable to access any materials or knowledge that was accrued over the history of our species. The result would probably be a subset of the things you describe as originating from before 250 years ago, but they would certainly not be splitting atoms or mapping the human genome.
To add some hope, work backwards and think of a field that needs technology. Do those companies seem so bad as well?
Might be a regional thing but "my friend" sounds very condescending / patronising to me! I'd personally feel quite upset if somebody began a critique of my behaviour with that.
I guess "buddy" or "mate" might work though!
I see your point though and can understand how it may make you feel as a transwoman.
How might one achieve the same effect with different phrasing?
Constantly circle back and refactor. Ruthlessly.
Same as in any lang, focus on data structures and algorithms (business logic is algorithmic) rather than the implementation, at least to start with. Get it working (usually easy in python, it's so dynamic!), make it good, make it fast. A good data model makes coding a joy. If your data structures suck every little thing will accrue friction. This is a red flag that you chose the wrong data model.
Source: 1000s of python hours in engineering and research roles