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Improve AI

The advancement of AI technology has greatly improved various aspects of our lives. From enhancing productivity to transforming industries, AI has made significant contributions.

Edited at 2021-06-21 10:21:14

Aashima

Recent works View more works>>

Improve AI
The advancement of AI technology has greatly improved various aspects of our lives. From enhancing productivity to transforming industries, AI has made significant contributions.

Improve AI

Aashima

Recent works View more works>>

Improve AI
The advancement of AI technology has greatly improved various aspects of our lives. From enhancing productivity to transforming industries, AI has made significant contributions.

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Improve AI

Generate understanding

Understand data drift on daily basis

What part of inventory customer see

AI vs bestseller

Can be online monitored

Predictability

Retailer

Newsletter

Marketing sales

Price and discount

External

Weather

Social media trends

Does past predict future

How many new/dropped/recurring customers

How good is 10-list expert of last 10 days today

Change of list

RBO

Coverage

Recall

Plot performance today with models of last 10 days

Customer behaviour

Understand anonimity

Number of customers vs number of past orders

First time customers vs returning customers ratio

Recency/Frequency/Monetary diagram

Historic knowledge vs impact point diagram

Session length

Dependence on category

Collecters vs hunters

Impression, viewing time

Popularity

Categories opened

Tab opening pattern

Tab shoppers vs back and forth shoppers

Multi expert list to understand potential for personalization

How would this impact?

People clones but not similar to bestseller still need AI

People only buying from bestseller - online monitoring

Customer flow

How do they visit product detail page

How many sessions before purchase

Only convert in sales

Understand cold vs hot customers

Returns

First purchase

Cart size

Purchases per year

Price range

Which features are used

Carousel

Category pages

Checkout behaviour

Anonymous then guest

Anonymous then new account

Anonymous then login

Returning then purchasing

Returning then change account

Limitations of current AI

Categories or New/Sales/Regular

Category wise AI report

Sales vs Normal day

Analyze what is different in these days fundamentally

More anonymous customers

People only buy more discounted items

Hourly bestseller list

Customer segments

Before first purchase

After first purchase

Superbuyers

New collections

Age of product vs AI performance

AI behaviour

Change in ranking in session - RBO

Impact of dominating colorgroups and customers

Customers that act a lot and act atypical

Generate AI report while training to understand stability

How?

Online metric to compare if AI is good - compared to bestseller

How are conflicting examples handled

what does this mean?

New features

Improve Resorting

Improve model's raw performance

Better modelling

Customers behaviour

Analyse the Recency/Frequency/Monetary diagram of customersAnalyse how different types of behaviour translates to impactAnonimityPredictability of past behaviour in futureSession length

Impressions and viewing time

Tab shoppers vs back and forth shoppers

Session length

Anonimity

Items behaviour

Analyse how new/trending/popular items behaveSee how it impacts revenueHow many customers buy from theseOnline monitor how AI is different from these static lists

Newness/Popularity/Trending

Purchasability

Stock

Price/Discounts

Embedding improvements

High probability this will improve performance

Photo