Starting Interview prep

Hey folks, I have a technical interview scheduled for a company in Germany. I am highly interested and would like to prepare 120% . I have 4 years of experience and I am looking for mock interviewers to prepare. Also Looking for some advice on what are all things I should prepare. Can someone help me here ?

After another round of layoffs at my company, I am realising I would like to be prepared with my skills in case I am booted out at any time and also to apply to companies and see if I get a good role somewhere else. Right now, I work as a data analyst, yes but there is not a lot of tech skills required for my role. I use SQL and Excel and the rest of the analysis is done pretty much in a business context. It is more of a strategy role with data analysis support. My current role also requires me to take up certain projects which require DS but such projects have not come up as they were not required for the business. I want to prepare for a DS/DA role tailored with strategy. I need some guidance on what I should start with and if you guys will be kind to also direct me to good sources to prepare stuff from. Looking forward to interacting!

I will be appearing for post screening rounds at a Linkedin for Engineering Manager, ML role and I am not very sure how to prepare for it. There will be a total of six interviews which will include Product sense , leadership style , product design and Architecture round. Has anyone recently or in the past appeared for a similar role? How did you prepare for if and where should I be focussing. I have 10 yoe as a data scientist. Currently I lead a ds team.

Swiggy has become a toxic Ex for me now and there is no time to think about it at this point (for me atleast) I need to get back on my feet soon (sole earner in my family) and need some help. It has been a really long time since I prepared and stepped out there, so need some help in knowing what's going on out there. It would be great if someone can help with these: 1. Any interview resources I can start with 2. What all things I need/should prepare for 3. Any tips and tricks for the interview preparation I think it will be a lot of help for me and others too who are in the same boat. I was an SDE2 here and thinking of stepping up to SDE3 as well but right now even an SDE2 role would suffice. So will prepare accordingly

Hi folks As a new year resolution, I want to be interview ready at the start of this year ( say by Feb end). As far as my professional experience goes, I have worked on .NET/ C# for the last 3 years. It's been a while since I have done leetcode/DSA so I'll be starting from scratch. My doubt is do I choose Java as a language for coding, where my knowledge is rudimentary at best and I'll need some ramp up time. Or is it okay to go with C#, which I am already good at since I work on it daily. Will choosing C# hamper me in coding rounds or interviews or resume shortlisting ? How important is this choice ? Personally I am inclined towards c#, as that will allow me to start coding right away without syntactic hassle, but I would really appreciate if experienced folks here can give their 2 cents. I don't want to spend too much time dwelling on this and break the momentum at the start itself I am of course open to learning new frameworks /languages if required in the new job. No such restrictions as such.

I am planning career advancement within Data science + Searching for a buddy with similar goals to co-prepare for Data Science Interviews. Background: Data Scientist with 7+ years of experience within IT and 6+ years within data science specifically. Worked across full stack software dev roles, mobile app dev, edge computing, nlp, and lately Gen AI with the trend. Goals: Address gaps(soft and hard skills both). Learn from each other’s work and interview experiences. Keep each other motivated. Happy to set up a Discord for more discussions.

For the past few days, my manager isn't involving me in any major work. I send my work, but he doesn't review it and leaves it seen zoned. He's been giving negative feedback as well. What should I do, I have just graduated this year and am afraid that I might not do well going ahead too. I'm working as an APM. He even remarked that he wouldn't have hired a candidate, had he solved the problem the way I did. Could anyone suggest what to do? I'm feeling very tensed.

I work in a fintech company. Revenue and growth wise we are good, we just got acquired by a large internet platform too. Also, last year has been a tremendous learning for me as well. I like being PM but looking to move out of my current industry (lending) as I want to explore other domains and I feel like my CTC here is somewhat low (18.5 + 1.5 bonus) considering my experience (around 4.5 years). My boss said that I will get ESOPS (around 10 lacs) which I can liquidate around 50% this year. Should I wait for my appraisal to complete (will happen around April) and look to switch or should I start preparing for interviews now itself?

Background: have spent close to 3 years in product, I’m planning to switch. Last time I followed some yt videos, and a book called Product management interview by Lewis C Lin Let me know what else should i do? Any good discord server/sites? I’m fine with both paid and free resources.