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

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madhucharis

Proof of Concepts, Learning from Exploration and Experimentation, Empirical Foundations, Concept Driven Exploration

Data & Analytics

#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
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• Evidence driven
• Github
Insights
• XOP’s Opportunity
Pitch

Is Frequency
an Signature?
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Research
Identify
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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
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Evidence driven
Github
Pitch
XOP’s Opportunity

Can I trust my centre?
Explore
Research
Identify
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Github
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XOP’s Opportunity

Does new data have any new signature?
• Research
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• Evidence driven
• Github
Insights
• XOP’s Opportunity
Pitch

Did my model learnt any new signature?
Explore
Research
Identify
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Evidence
driven
Github
Pitch
XOP’s
Opportuni
ty

Does my optimal Model helps in
Scaling?
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Research Identify
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Github
Pitch
XOP’s
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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

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presented at the Geneva Workshop on Innovations in Scholarly Communication (OAI9), Geneva, June 18, 2015 Science is in transition. If all goes well, the transition is towards more open, efficient and honest/reproducible practices. Libraries should move with this change by supporting open science instead of just open access. Building on their successful project "101 innovations in scholarly communication" Jeroen Bosman and Bianca Kramer present their interpretations of what is going on and can be expected in the six phases of the research cycle. They have tested their hypothetical workflows and show how real, day-to-day research workflows are changing from traditional to modern, innovative and experimental. These changes are reflected in tools and sites people use in various phases of that workflow. They might for example change from Web of Science → SPSS → Word+Endnote → Nature → ResearcherID → Impact Factors to Sparrho → ROpenScience+IPythonNotebooks → WriteLateX+Docear → The Winnower → Kudos → Publons+PubPeer. The way new generations of researchers work affects how information will be discovered, re-used, created, shared, communicated and assessed. There are huge opportunities for libraries and other stakeholders to contribute and work with the research community, but only if they are well prepared!

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This is a presentation made at the "Advancing Research Communication and Scholarship" http://arcscon.tumblr.com/ Many of us nowadays invest significant amounts of time in sharing our activities and opinions with friends and family via social networking tools. However, despite the availability of many platforms for scientists to connect and share with their peers in the scientific community the majority do not make use of these tools, despite their promise and potential impact and influence on our future careers. We are being indexed and exposed on the internet via our publications, presentations and data. We also have many more ways to contribute to science, to annotate and curate data, to “publish” in new ways, and many of these activities are as part of a growing crowdsourcing network. This presentation will provide an overview of the various types of networking and collaborative sites available to scientists and ways to expose your scientific activities online. Many of these can ultimately contribute to the developing measures of you as a scientist as identified in the new world of alternative metrics. Participating offers a great opportunity to develop a scientific profile within the community and may ultimately be very beneficial, especially to scientists early in their career.

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This project demonstrates a machine learning approach to detecting credit card fraud using advanced algorithms and techniques. The project utilizes a dataset containing various features such as transaction amount, merchant location, time of transaction, and others to build a predictive model. The presentation covers data preprocessing steps, feature engineering techniques, and the selection of machine learning algorithms such as logistic regression or random forest. It also discusses model evaluation metrics and the importance of fraud detection in financial institutions for safeguarding against fraudulent activities. Visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/

Detecting Credit Card Fraud: A Machine Learning Approach

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