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Moving to AI/ML from web development?

Anonymous User at Taro Community profile pic
Anonymous User at Taro Community

Hey guys. Hope everyone is doing well. Also using AI/ML as an umbrella term throughout - feel free to correct if needed.

Into:

Senior Web Developer. Initially started from Software Development. Developed passion for Web Development and made the move. Worked my way up to Senior position. 70% backend, 30% frontend. Currently 80-90% IC, rest managerial responsibilities. 9.5 years overall. Changed companies over time. Been in various industries.

Problem:

Going back and forth about moving into AI/ML. Motivation - high interest and demand. Fear - leaving web development skills behind.

My Current Solution:

Ask reputable sources about AI/ML day to days and job responsibilities. Lots of it seems to be marketing and all that glitters is not gold.

If all checks out and my passion is rooted in evidence then I would like to take few Stanford machine learning courses online. Once fundamentals are solid would like to go for masters degree in applied machine intelligence or similar. Start looking for jobs.

Questions:

  • Since this is one of my reputable sources - would you please describe a day to day/job responsibilities for an AI/ML engineer?
  • Granted everything checks out - do you think going for Masters makes sense? Given that finances and time is not the problem.
  • Would you say I have to leave a large portion of web development skills behind when making the move? What are some of the transferables?
  • Would I have to start as an entry engineer? Do you think Masters helps here? Ultimately I would have to pass the interviews but then there is applying for the position and being considered for it afterwards.

These are all the questions I could think of. Apologize for the length, but thought it would be helpful to give context. Please feel free to include anything else you deem helpful. Much appreciated and Happy holidays.

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Posted 2 years ago
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3 Comments

Is there a way to "grind" system design or soft skills?

Mid-Level Software Engineer at Twitch profile pic
Mid-Level Software Engineer at Twitch

I'm not sure exactly how to phrase this, but to give an analogy, I love card games (ex: Legends of Runeterra, Race for the Galaxy, Hearthstone, etc). There are a fixed set of rules and a fixed set of cards. I can "grind" games and get better by noticing patterns, picking up new strategies or tactics by playing against a diverse set of players. The outcome of an interaction is usually idempotent (i.e. card 1 interaction with card 2).

In real life, things are quite complicated. Asking a certain question in a certain way to person 1 and person 2 may give wildly different responses, and may even depend on your mood, their mood, your tone, time of day, etc. It's super messy and unpredictable.

I also feel a similar way about system design. The nearly infinite possibility of inputs, outputs, TPS, throughput, scenarios make it difficult to reapply the same set of rules to different scenarios. This is just talking about one component, when we bring in N components, the interaction gets very complicated and the "rules" change" case by case. I'm sure it gets better with practice, but I also feel I have a limited opportunity to learn or practice these on the job.

Has anyone found a way to structure these learnings in terms of a repeated "grind", because oftentimes I feel overwhelmed and don't know where to start. This is a complicated question, so answers regarding either a) soft skills or b) system design separately I will treat as valid answers.

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Posted 2 years ago
2.1K Views
5 Comments