I work in a startup (2-4bn valuation, 500 people, profitable). My work is similar to ads/search quality team in Meta/Google (+ some extra work). My work includes researching and implementing -:
- Bidding algorithms
- ranking algos
- Retrieval logic and experiments around it (for eg experimenting with pretrained bert embedding vs using a simple indexer for retrieval, observing the improvement in online metrics, infra cost etc)
- Creating data pipelines for prediction model, experimenting with different features, training window etc
- Forecasting using maths (now I am writing TFT for it).
What I don’t work on?
- Designing loss function, pytorch models for prediction models etc. I am part of designing how embeddings are generated but the actual work is done by another team.
I am just a bachelor. I joined as an Swe distributed infra but as my maths was good I shifted to this work. I want help in figuring out what field my work falls under in other companies (not meta/google). I don’t work much with transformers and LLM so is my current profile enough for an MLE role?
submitted by /u/Anywhere_Warm
[link] [comments]
r/cscareerquestions I work in a startup (2-4bn valuation, 500 people, profitable). My work is similar to ads/search quality team in Meta/Google (+ some extra work). My work includes researching and implementing -: Bidding algorithms ranking algos Retrieval logic and experiments around it (for eg experimenting with pretrained bert embedding vs using a simple indexer for retrieval, observing the improvement in online metrics, infra cost etc) Creating data pipelines for prediction model, experimenting with different features, training window etc Forecasting using maths (now I am writing TFT for it). What I don’t work on? Designing loss function, pytorch models for prediction models etc. I am part of designing how embeddings are generated but the actual work is done by another team. I am just a bachelor. I joined as an Swe distributed infra but as my maths was good I shifted to this work. I want help in figuring out what field my work falls under in other companies (not meta/google). I don’t work much with transformers and LLM so is my current profile enough for an MLE role? submitted by /u/Anywhere_Warm [link] [comments]
I work in a startup (2-4bn valuation, 500 people, profitable). My work is similar to ads/search quality team in Meta/Google (+ some extra work). My work includes researching and implementing -:
- Bidding algorithms
- ranking algos
- Retrieval logic and experiments around it (for eg experimenting with pretrained bert embedding vs using a simple indexer for retrieval, observing the improvement in online metrics, infra cost etc)
- Creating data pipelines for prediction model, experimenting with different features, training window etc
- Forecasting using maths (now I am writing TFT for it).
What I don’t work on?
- Designing loss function, pytorch models for prediction models etc. I am part of designing how embeddings are generated but the actual work is done by another team.
I am just a bachelor. I joined as an Swe distributed infra but as my maths was good I shifted to this work. I want help in figuring out what field my work falls under in other companies (not meta/google). I don’t work much with transformers and LLM so is my current profile enough for an MLE role?
submitted by /u/Anywhere_Warm
[link] [comments]