Challenges at Different Levels - Different Data Science Backlogs

FAANG

  • FAANG Companies have no shortage of data, more data and really loads of streaming, insights, all types of clicks
  • Model complexity and large scale training deployment are your challenges

Domain (Automotive / Retail) 

  • Companies adopting Data Models
  • Companies aiming for DBT
  • The challenges in Data Science where you are ahead of data collection, data maturity is different
  • Data Collection, Engaging and Selling Data Science usecase becomes elementary
  • Mid to small scale models deployed based on business needs

Learning at both places is different. Challenges are different.

You can specialize in multiple areas

  • NLP  
  • Vision  
  • Recommendations
  • Forecasting
  • Anamoly Detection

Business knowledge + Feature knowledge + Impact + Selling + Building + Deploying is a never-ending learning curve :)

Keep Thinking!!!


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