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Career Advice About Amazon

Videos and discussions from Taro to grow your tech career.

How to stand out when applying for ML engineering positions at high-profile companies?

Senior Software Engineer at Taro Community profile pic
Senior Software Engineer at Taro Community

Hey everyone,

I'm a senior ML engineer (~4.5 years exp) working at a medium-sized company. My educational background is a BSc and MSc in computer engineering from a not super fancy university in Europe. I wrote a few papers during my university years and as a result of hobby projects, but these were published in mediocre conferences (so not Neurips/ACL-level).

I tried applying to a few ML engineering jobs in the past couple of months (Spotify, Apple and Amazon) but did not hear back. I searched through Linkedin to see the backgrounds of ML engineers working at these companies in my area just to get an idea of the situation. My impression was that a vast majority of these people went to top-tier universities (significant number of people have a Phd), interned at FAANG during their university years, wrote (or contributed to) papers in top ML conferences etc.

I know that ML engineering positions are very competitive at these companies & also the market is very tough now in general, but it got me wondering:

What should someone like me work on to increase my chances of joining one of these companies as a ML engineer? The patterns I see from people working there is hard to achieve at this stage in my life as:

  • I already have a MSc degree and doing another one at a better university does not really make sense
  • Since I'm working as a senior engineer, I don't know if applying for internships positions (even if it's FAANG) is a sensible choice
  • Writing top-tier papers is incredibly time consuming and hardly possible with maintaining a full time job. To be honest, I tried to do this in the past (since I know publications at top-tier conferences matter a lot in these situations), but it really affected my personal life. This is almost like trying to do two full-time jobs, which messed up my WLB.

Some things I was thinking about focusing on that could help me stand out:

  • Writing technical blogposts to our company's engineering blog.

  • Apply to meetups or conferences as a speaker.

  • Certifications (I was thinking of something like or )

  • Focus on promotion to staff/principal MLE. It may be easier to step into a higher tier company by down-leveling.

  • Keep trying to do research/writing papers as a side project, but need to figure out how to do this without burning out.

I honestly don't know if the above sound sensible, so I'd love to hear your opinion on this or if you have any additional ideas.

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Posted a year ago
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2 Comments

How to write wiki type documents effectively?

Mid-Level Software Engineer [SDE 2] at Amazon profile pic
Mid-Level Software Engineer [SDE 2] at Amazon

Background:

Being pressured to deliver at high speed all the time, my team doesn't seem to value wiki type documentation a lot.

When starting a project/feature, we often have a high level design doc & design meeting to talk about high level infrastructure, and we make key trade-off decisions together as a team. If we are lucky, we get another low level design doc & meeting focused on sequencing of actions & interaction between class level objects.

We rarely seem to go back to our initial design doc after initial design phase of a project to update them and explain the actual final product we built and maybe some additional design decisions we made during implementation.

As a result, documentations are kind of dead after facilitating the initial design review. For legacy projects, high quality docs are extremely hard to come by and most just rely on reading large amount of code to understand how things work (nothing wrong with this but I think high quality documentation can save lots of time here).

I understand we don't want to boil the ocean and write everything in painstaking details, but we should at least have enough to help people understand responsibility of services and contract between them.

Questions:

  • Could you share your view on this topic and how you find your balance?
  • Do you believe it's always worth it to go back to documenting after finishing a project/feature and update it as if you are explaining it to someone new to the team/project?
  • Could you share any resources we might already have on this topic as well?
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Posted a year ago
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3 Comments

Surviving at Amazon vs Meta as Mid Level software engineer

Mid level at Taro Community profile pic
Mid level at Taro Community

I am a software engineer with 3 years experience at a fintech company and I am on H1B visa with 33 months left. I recently got offers from Amazon L5 and Meta E4.

I am debating between two positions because I know Meta has an up or out policy. If I can’t get promoted after 33 months I will run out of my H1B time to switch job. With Amazon I can stay at L5 and potentially relocate to another company (supposed I dont get PIP). I see myself as a hard worker but I am not as fast at coding as others.

I like the work at Meta better but I am worried I can't survive there reading many comments that Meta moves much faster than Amazon.

I have the following questions and would greatly appreciate any guidance:

With Meta

  1. How are the ratings Meet most, Meet all, Exceed Expectations decided at Meta ? Are they evaluated based on the 4 axes (Impact, Direction, Engineering Excellence and People)?

  2. If I complete all projects within the timeframe I agree to , do I get MM, MA or EE ?

  3. How does one get Meet Most ?

  4. Does the obsession with “impact” and “metrics” at Meta lead to people competing for sexy projects only and avoid things that are harder to measure like Engineering Excellence (refactoring codebase) ?

  5. For work that falls under the Engineering Excellence category, what are some tips to justify or measure their impact ?

  6. Is it better to give conservative estimate for the projects I work on to meet the deadline so I can get Meet All ? Or doing this will put me at risk of not delivering enough work in each half ?

With Amazon,

  1. How does one get PIPed ? Not completing as many tickets as others ? Not finishing the project they promise to deliver ?

My other concerns are

  1. Green card: Meta labor market test failed 99%. Amazon paused PERM for the last 2 years so no data to compare but they said they will start PERM process (maybe batch PWD) for me 4/2025

I know it is not an offer evaluation platform but I would greatly appreciate any suggestions to guide my decision making process. Thank you

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Posted 20 days ago
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7 Comments

Manager offered me return internship rather than SDE position due to hiring freeze, but I would need to delay graduation for it. Should I do it?

Software Engineering Intern at Amazon profile pic
Software Engineering Intern at Amazon

My manager made it clear that my org is not offering return FT offers, but that he would put "incline return" for an internship position if I stayed another year in school (or somehow delayed graduation until 2025).

I could just take random classes or another major to extend my time in school. I also could do a 1-year Masters program which I have already been admitted into. But I am an older student and would rather not stay another year in school. I also feel like I am learning very little in school (I go to a small state school). Compared to the ridiculous amount I learned this summer in the industry, I feel like staying in school for another year would be a huge waste of money and time.

I could potentially work Fall/Spring internships for the next year (so basically a gap year) to artifically delay graduation by a year as well.

Becuase I go to a small state school, getting interviews from Big Tech is extremely hard. We send about 1-3 kids to each FAANG+ company each year and I was only able to get 2 FAANG+ interviews even with refferals to every top company, a 4.0 GPA and relevent experience. Even getting actual SWE engineering jobs is really hard with most CS grads getting jobs labeled "SWE" but that involve very little coding.

Because of that, my worry is this might be my only chance to break into Big Tech for a long time (if ever).

So is it worth delaying my graduation for a shot at big tech? Or should I just graduate and start my career, even if its at a non-tech company (with potentially very little actual engineering work)?

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Posted a year ago
180 Views
1 Comment

Choose a project for "most challenging project" question for me?

Software Development Engineer II at Amazon profile pic
Software Development Engineer II at Amazon

My latest position was SDE II at Amazon, backend. I was laid off. I have not worked for 2 years. I find myself struggling with which project I should talk about in my interviews. Here are the projects I had worked on.

  1. A project where I investigated how to create and analyze the right data to optimize something. This was at a previous company where we shipped highly technical software, and the software had nothing to do with the web. The project wasn't one where I built much of anything; the result was just an independent Python script. The technicals were in the weeds though. But I would say I spent more time on the project than the work needed me to.
  2. A React Native side project. I did not launch the app, but the app worked on testing. My favorite project, as I learned a lot about planning, learning a new stack, and structuring my code. However, it's a side project and the stack is not related to what I mainly worked on at Amazon.
  3. My 1st project at Amazon. A high level design of the project was done for me. The project was very simple technically: move a module from one service to another to support the deprecation of the former service. There were some choices of wiring where data goes in the new setup, but that was about it for the complexity. I worked with another team to discuss the data flow. I also broke down the project into small parts for a new grad SDE to do. I personally saw through the project to its successful launch.
  4. My 2nd project at Amazon. I was working under another SDE II and he was the one who had done all the design, assigned me the parts to work on, and drove the successful launch. I remember the end business product well, but what I do not remember is the key high level code logic behind the scenes that make it work. As a consequence, even though I remember some parts of what I personally had worked on, I cannot drive a coherent narrative about them.
  5. My 3rd project at Amazon. It was the first project at work I designed from scratch. I communicated with the technical project manager to get clear the requirements and thought about all the cases to cover to make a working design. I do not remember all the details of the cases I needed to cover but I can talk about them at a high level. The biggest downside of this project is that it was cancelled mid-implementation since another project it depended on was cancelled for reasons outside of my control. So this project never launched.
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Posted 7 months ago
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4 Comments

Onboarding Successfully To A New Semi-Chaotic Engineering Org

Mid-Level Software Engineer [SDE 2] at Amazon profile pic
Mid-Level Software Engineer [SDE 2] at Amazon

Context Of Company

This is a really well funded company (Bank) that underwent a large scale leadership change. The company's primary source of revenue was never it's tech capabilities, however with the new leadership change they're looking for a large scale revamp on how the existing systems work and are working on setting upto a FAANG equivalent engineering environment. This is vision is consistent across the leadership upto the CEO. This org currently consists of multiple Staff engineers from Twitter, Meta, Amzn and Google leading big initiatives.

Personal Context

I'll be soon taking up an offer in this company and will be joining this freshly created Org, where I've opportunity to be among the first 10-15 engineers to join with potential of the org to grow over 100+ engineers. There are lot of existing tech that have been already deemed unscalable due to previous decisions and have been a known business blockers, these tech require either re-write or a large refactor or a completely different viewpoint on tackling this problem. This will involve me working with Engineers who've built this system (Not part of this new Tech Org, rather the old existing infra), I've been already given a heads up from my potential manager that there can be potential hesitancy that the existing engineers may feel and wouldn't be too open to provide all information necessary as our systems will be replacing their soon (Have been reported that this has happened). There isn't a concept of internal wiki similar to Amazon or other Big Tech, hence lot of this is just domain knowledge etc. Fortunately the leadership is aware of this and is taking steps to answer this, and takes into consideration when scoping for projects and setting up right expectations.

The following are certain concerns that I've, and wanted to understand what is the best course of action I can take up to make my onboarding successful.

This is my Current plan, given i'll be among first engineers to join this team.

  1. Understand domain, reach out to multiple PMs and document all pain points, problems we are solving in long term & Short term.

  2. Go through code base of relevant packages and start adding their UMLs, HLD etc to best of my abilities to a document to move towards creating a Knowledge base.

  3. Socialize with engineers from the related org and try to gain their confidence, and potentially get few KT sessions (Not sure how i'll go about this as the team is situated in different city).

  4. Work with manager to setup boy-scout rule, such that everyone onboarding will incrementally add more to the existing knowledge base.

Follow Up Questions :

  • I still haven't taken up the offer yet and still have a week before I can respond. The increase in pay and the growth opportunity in the new company is significantly big, I can see myself reaching Sr.SDE in < 2 years and Staff in < 4 years there due to the problem space being so fresh and getting a really early head start. However, I'm slightly concerned if the lack of co-operation from other org and lack of documentation, and the fact that the entire org is being setup fully freshly could be a concern. What's the best course of action i could take to minimize this risk?
  • Second, one would view moving out from FAANG to a not well known company as a downgrade, would this still hold true if the problem space and opportunities in the new company is more complex?
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Posted a year ago
165 Views
5 Comments

Worried about Q1 2023 performance cycle

Mid-Level Software Engineer [SDE 2] at Amazon profile pic
Mid-Level Software Engineer [SDE 2] at Amazon

Since Dec 2021 to Aug 2022, My managers changed 4 times after and I got promoted from sde1 to 2. Due to multiple projects and managers, I could not take ownership as I was still in ramp up phase but manager was expecting more at the SDE2 level, pointing issues, demotivating. So I took internal transfer to a different team. I am in this new team for 3 months. 1 month - I took to even understand the basics. Manager left and new manager joined. I had to go on vacation for 15 days. I don't have metrics to show that I am performing at the SDE2 level because

  1. I didn't get design projects (design phase has already been completed by the time I joined this team).
  2. No OPS, this is a new product. There are no operational tasks. Working on beta launch.
  3. I am the last person who joined this team. I don't have anyone to become mentor since I have limited knowledge on this new team and work
  4. Have not taken interviews due to hiring freeze

Worried about Q1 performance cycle in 2023. 2022 was difficult for me to show any impact. Is there anything I can do now to not get low rating in Q1?

At this point, I am no more interested in work and just want to leave due to lack of mentorship. I have a buddy who answers questions if I ask in this team but I don't have anyone to mentor me to guide me to see what kind of projects I can work, coming up with the initiatives. I feel stuck. There are no hirings happening outside and inside the company. What can I do to proceed further?

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Posted 2 years ago
139 Views
2 Comments