5 Other High-Value Niches

Classical ML/DL Practitioner Curriculum · 3:39

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Lyrics

[Verse 1]
In the market where the prices dance and sway
Elasticity tells us how customers will pay
When you raise it up, do they walk away?
Or stick around for another day?
Gradient descent finds the sweet spot right
Maximizing revenue through the night
A-B testing shows us what works best
Put your pricing model to the test

[Chorus]
Five niches where the money flows
P-C-S-C-R, that's how it goes
Pricing, Churn, Supply, Credit too
Risk assessment pulling us through
Train your models, watch them learn
Every dataset helps us earn
Classical methods tried and true
These five niches work for you

[Verse 2]
Customer churn is the silent thief
Steals your revenue beyond belief
Logistic regression spots the signs
Random forests draw the lines
Lifetime value tells the tale
Which customers will never fail
Cohort analysis shows the trend
Who will stay until the end

[Chorus]
Five niches where the money flows
P-C-S-C-R, that's how it goes
Pricing, Churn, Supply, Credit too
Risk assessment pulling us through
Train your models, watch them learn
Every dataset helps us earn
Classical methods tried and true
These five niches work for you

[Bridge]
Supply chain optimization keeps the flow
Inventory forecasting helps you know
Time series models predict demand
Neural networks lend a helping hand
ARIMA captures seasonal waves
While your warehouse money saves

[Verse 3]
Credit scoring guards the lending gate
Risk modeling seals your financial fate
Regulatory constraints keep you in line
Feature engineering makes models shine
Logistic regression for pass or fail
Decision trees tell a clearer tale
Default probability guides the way
Who gets approved another day

[Outro]
From Texas blues to K-pop dreams
Machine learning powers all your schemes
Five high-value niches pave the road
Classical methods bear the load
Price and churn and supply so bright
Credit risk done just right
These domains will make you shine
Advanced practitioner by design

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