Question for experienced Machine Learning Engineers & Data Scientists. 1. How to identify perfect model for data. Either ML or DL model. If it is DL with custom layers how you decide the architecture and identify this is the perfect one ? 2. Till now I do random trials and finalise the model with high accuracy as best model. But how you decide based on understanding your input data ? I’m asking these questions in research perspective.

How do I classify my property for tax purposes if I received rental income for exactly 15 days this whole year? Primary?

What’s your go-to method of dealing with the inevitable Sunday afternoon tsunami of anxiety, depression, and regret?

I am fed up of my people lead/supervisor
Gives unrealistic deadlines, has no time for discussion and next day he is up with his nagging behaviour

Doesnt even know how to talk in a certain professional manner, fed up with his nagging behaviour.

And yeah forgets everything! Need to remind him each and everytime about the tasks and boom, then he comes up with his negative demotivating statements!

Anyone in gTech willing to chat?

Need some urgent help can anyone DM me, Please

Hello, Am confused with a few optns in my career growth. I have 2 offers in hand 1 from a tier 3 or tier 4 comp nt a start up. They're offering me a good package with so many career benifits like an onsite, opportunity, certification n good technology exposure. Another offer frm a reputed comp a tier 1 comp not an expectd package n benefits.
Few of my frnds are suggested if i choose a small company my opportunities in future will narrow down when compared to a reputed. Pls can someone help here?

I’m so tired of hearings “we want to keep the meeting small”. That’s fine if you don’t want to include me but when you promise the client something that you didn’t clear by production..

I was on a tour but where I asked a couple of older women sitting behind me to speak softly as it was 6:30 am in the morning. After that they kept saying loudly that i’m smelling and that i need to use deo and that i should keep my arm down. I confronted them later and they said respect your elders?? I want to ruin their vacation. What else can I do?

What's a good show to watch on Netflix? Need rec's before Peaky Blinders comes back on. Thx

Just finished Ozark, so any shows of that type would be great.

First post-transfer blood work came back with “ok” progesterone reading. Doc wants to supplement with pills before bed. Any recommendations of how to boost progesterone? Is there something before or after the shot that can be done to increase effects?

I’m looking make a transition internally but fear the comp will not be competitive as if I was an external candidate. Any suggestions to negotiate?

Does any one feel way behind the curve and wish they had mentors in accounting to speak to on a family level that you can trust and know they really want you to succeed?

Any rec for Valentine's day in DC?

Have efforts to increase diversity in real estate careers been successful, or do you think there is still a long way to go?

Wash DC here

Any suggestions for middle school student planners to help students stay organized and remember to complete assignments? Is best to purchase a planner or organize a binder?

Do all big 4 firms “even out” experienced hire salaries over time?

How can I get a job as a Machine learning engineer in a good company with a good pay (at least 15 lpa) within 3 months if I am a Software Engineer based in India with 3 yoe? I am a python web developer.