#Single Slide - Elevator Pitch, Reproducible Insights, Reference
Can Manual Feature Engineering can extract better
Signals? ( against Auto-ML Feature Engineering)
• Research
• Identify
Explore
• Evidence
driven
• Github
Insights • XOP’s
Opportunity
Pitch
What Collapsing a categorical value has on a
Model?
• Research
• Identify
Explore
• Evidence driven
• Github
Insights
• XOP’s Opportunity
Pitch
Is Frequency
an Signature?
Explore
Research
Identify
Insights
Evidence
driven
Github
Pitch
XOP’s
Opportunity
Can left out
sample
affect
“learnt
signal”?
Explore
• Research
• Identify
Insights
• Evidence driven
• Github
Pitch
• XOP’s Opportunity
Does Imputation Skew the Learning ?
Explore
• Research
• Identify
Insights
• Evidence
driven
• Github
Pitch
• XOP’s
Opportunity
Is my model the right
choice ?
Explore
Research
Identify
Insights
Evidence driven
Github
Pitch
XOP’s Opportunity
Can my Validation capture
generalization skew ?
Explore
Research
Identify
Insights
Evidence driven
Github
Pitch
XOP’s Opportunity
Can I trust my centre?
Explore
Research
Identify
Insights
Evidence driven
Github
Pitch
XOP’s Opportunity
Does new data have any new signature?
• Research
• Identify
Explore
• Evidence driven
• Github
Insights
• XOP’s Opportunity
Pitch
Did my model learnt any new signature?
Explore
Research
Identify
Insights
Evidence
driven
Github
Pitch
XOP’s
Opportuni
ty
Does my optimal Model helps in
Scaling?
Explore
Research Identify
Insights
Evidence
driven
Github
Pitch
XOP’s
Opportunity
Add more thoughtful
questions
For people who like to know .. References
Executive Summary https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/an-executives-guide-to-ai
https://www.mckinsey.com/featured-insights/artificial-intelligence/notes-from-the-ai-frontier-applications-and-value-of-deep-learning
https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/global-survey-the-state-of-ai-in-2020
History https://www.forbes.com/sites/gilpress/2013/05/28/a-very-short-history-of-data-science/#d81ef9555cfc
https://www.forbes.com/sites/bernardmarr/2016/02/19/a-short-history-of-machine-learning-every-manager-should-read/#e1bcd315e780
https://www.forbes.com/sites/bernardmarr/2016/03/22/a-short-history-of-deep-learning-everyone-should-read/#7567ed4f5561
https://www.forbes.com/sites/gilpress/2016/12/30/a-very-short-history-of-artificial-intelligence-ai/#3fe830496fba
HPE Trainings
Beginner
Hands-On
Deeper Intuition
https://www.youtube.com/c/LuisSerrano/playlists
https://end-to-end-machine-learning.teachable.com/
https://www.youtube.com/user/joshstarmer
Analyst Reports
Interesting Blogs https://adeshpande3.github.io/adeshpande3.github.io/The-9-Deep-Learning-Papers-You-Need-To-Know-About.html
Recommended Courses Stanford CNN, NLP, Pedigo Dominos ML, Sandford Statistical ML
Certification Amazon ML Speciality, Azure DS, G-Cloud ML
Books

XOP's ( DataOp's, MLOP's) Sig Poc

  • 1.
    #Single Slide -Elevator Pitch, Reproducible Insights, Reference
  • 2.
    Can Manual FeatureEngineering can extract better Signals? ( against Auto-ML Feature Engineering) • Research • Identify Explore • Evidence driven • Github Insights • XOP’s Opportunity Pitch
  • 3.
    What Collapsing acategorical value has on a Model? • Research • Identify Explore • Evidence driven • Github Insights • XOP’s Opportunity Pitch
  • 4.
  • 5.
    Can left out sample affect “learnt signal”? Explore •Research • Identify Insights • Evidence driven • Github Pitch • XOP’s Opportunity
  • 6.
    Does Imputation Skewthe Learning ? Explore • Research • Identify Insights • Evidence driven • Github Pitch • XOP’s Opportunity
  • 7.
    Is my modelthe right choice ? Explore Research Identify Insights Evidence driven Github Pitch XOP’s Opportunity
  • 8.
    Can my Validationcapture generalization skew ? Explore Research Identify Insights Evidence driven Github Pitch XOP’s Opportunity
  • 9.
    Can I trustmy centre? Explore Research Identify Insights Evidence driven Github Pitch XOP’s Opportunity
  • 10.
    Does new datahave any new signature? • Research • Identify Explore • Evidence driven • Github Insights • XOP’s Opportunity Pitch
  • 11.
    Did my modellearnt any new signature? Explore Research Identify Insights Evidence driven Github Pitch XOP’s Opportuni ty
  • 12.
    Does my optimalModel helps in Scaling? Explore Research Identify Insights Evidence driven Github Pitch XOP’s Opportunity
  • 13.
  • 14.
    For people wholike to know .. References Executive Summary https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/an-executives-guide-to-ai https://www.mckinsey.com/featured-insights/artificial-intelligence/notes-from-the-ai-frontier-applications-and-value-of-deep-learning https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/global-survey-the-state-of-ai-in-2020 History https://www.forbes.com/sites/gilpress/2013/05/28/a-very-short-history-of-data-science/#d81ef9555cfc https://www.forbes.com/sites/bernardmarr/2016/02/19/a-short-history-of-machine-learning-every-manager-should-read/#e1bcd315e780 https://www.forbes.com/sites/bernardmarr/2016/03/22/a-short-history-of-deep-learning-everyone-should-read/#7567ed4f5561 https://www.forbes.com/sites/gilpress/2016/12/30/a-very-short-history-of-artificial-intelligence-ai/#3fe830496fba HPE Trainings Beginner Hands-On Deeper Intuition https://www.youtube.com/c/LuisSerrano/playlists https://end-to-end-machine-learning.teachable.com/ https://www.youtube.com/user/joshstarmer Analyst Reports Interesting Blogs https://adeshpande3.github.io/adeshpande3.github.io/The-9-Deep-Learning-Papers-You-Need-To-Know-About.html Recommended Courses Stanford CNN, NLP, Pedigo Dominos ML, Sandford Statistical ML Certification Amazon ML Speciality, Azure DS, G-Cloud ML Books