my lack of recent experience in recent notebook tasks resulted in total 450 euros like bill in this month in cloud costs due to my constantly wasting cpu time alot of spawning alot clusters (50 node or so and hours debugging there or trying to figure out the expected settings to run the tasks) and lots of data processing. but its still cheap. i mean to be able to spawn an 50 node cluster and do ml or feature engineering instantly.  I anticipate that at least 500 or 1000 euros more such bill would happen recent month. since i would continue to work with lots of data silos during this phase of project of ontology study tasks.  its that i been spawning 50 node cluster alot and its anticipated to be like this since i do unnecessary much debugging hours with 50 node cluster.  

does not matter.

ayy today would with this new headphones added nostalgia of listening epic rock to my ai study time :) I before liked alot metal music :D so today some nostalgia time with rock music with new headphones :)

(whilst studying to the severely fun ai project yayy)

hmm task set for today:

some more tweaking the spark code there and then would this time study on this pc's jupyter environment to move to dependency extraction libraries. 

hmm then some topology revisiting time again. there I need to fastly finish this initial revisiting study and get introduce myself to category theory also. and revisit some chapters of abstract algebra. 

hmm i need to start rdf design of topological definitions of synonymity clusters to be constructred from wordnet on weekend also continue studying to  dependency extraction related tasks. 

hmm there is some errors in code as i had written very tired last night at 1am or so. lets fix and fastly move to pytorch and dependency extraction analysis then back to topology revisiting study.