My short term gaol- I want to join Facebook/Twitter in Data & Analytics/Machine Learning Domain in next one year

YoE - 3.2 years
Current Domain - Data & Analytics,Database,Data Modelling

What skills to aquire and how to approach, please provide your suggestions. I need them badly as I have no helping hands

I'm actively understanding ML concepts and doing practical implementation. But sometimes I feel lost and no hopes, so need thoughts
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What question are you asking? You said you understand it but you don’t?

Ah. My experience is that there are tons of things to learn, but broadstrokes basis is what you need to get in at your YOE. Do you know the difference between bias and variance? Supervised and unsupervised? Can you explain the basics of an algorithm for either?

Training and testing processes too: what is k fold cross validation? What are the trade offs? What techniques can we employ if we don’t have that much data?

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