ITC Analytics Accelerator: Difference between revisions
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</pre> | </pre> | ||
=Advanced Analytics= | =Advanced Analytics= | ||
==Value of AA== | |||
* Evolution: Excel > Storage > Tableu > Alerts > predicting the future > ML > | |||
* Applications: | |||
** Descriptive (historical. advanced statistics) > | |||
** Predictive (Future. Uses ML. detection of fraud) > | |||
** Prescriptive (influence the future. Data driven decision making); Optimization; | |||
== Five concepts == | |||
=Role of a Translator= | =Role of a Translator= | ||
Revision as of 09:12, 28 September 2023
OVERVIEW
5i: Ideation: defining Intelligence: process of prediciton Inception: model building Intervention: Developing a segment Independance: Live DATA ENGINEERING collection Sructuring Cleaning ALGORITHUMS Classification & Regression Decision Tree Tree based Algorithums (RF model Ensemble models MODEL PERFORMANCE Model selection AI & ML ML supervised Unsupervised DEEP LEARNING Reinforment learning CNN IMPLEMENTATION of ADVANCED ANALTICS Tracking CHANGE MANAGEMENT Piller & Practics
Advanced Analytics
Value of AA
- Evolution: Excel > Storage > Tableu > Alerts > predicting the future > ML >
- Applications:
- Descriptive (historical. advanced statistics) >
- Predictive (Future. Uses ML. detection of fraud) >
- Prescriptive (influence the future. Data driven decision making); Optimization;