Introducing concept learning to free you from feature engineering

Aito’s statistical reasoning pipeline before the concept learning update.
{
"from": "invoices",
"where" : {
"Item_Description" : "machine learning"
},
"predict" : "Product_Category"
}

Setting the ambition level

{
"from": "invoices",
"where" : {
"Item_Description" : { "$atomic" : "machine learning" }
},
"predict" : "Product_Category"
}

Meet concept learning

{
"$and": [
{
"walking-like-a-duck": true
},
{
"swimming-like-a-duck": true
},
{
"quacking-like-a-duck": true
}
]
}
Photo by JOSHUA COLEMAN on Unsplash
Aito’s statistical reasoning pipeline after the concept learning update.

Automatic feature engineering with invoices

{
"from" : "invoices",
"where" : {
"Item_Description" : "Base Rent Store Management Fmc Corp Aug2017 Lease/Rent Real Estate"
},
"predict" : "Product_Category",
"select" : ["$p", "feature", "$why"]
}
{
"offset": 0,
"total": 36,
"hits": [
{
"$p": 0.9839916759614079,
"feature": "CLASS-1274",
"$why": {
"type": "product",
"factors": [
{
"type": "baseP",
"value": 0.1761870760442699,
"proposition": {
"Product_Category": {
"$has": "CLASS-1274"
}
}
},
{
"type": "normalizer",
"name": "exclusiveness",
"value": 0.9844858670131971
},
{
"type": "relatedPropositionLift",
"proposition": {
"$and": [
{
"Item_Description": {
"$has": "manag"
}
},
{
"Item_Description": {
"$has": "store"
}
},
{
"Item_Description": {
"$has": "real"
}
},
{
"Item_Description": {
"$has": "rent"
}
},
{
"Item_Description": {
"$has": "leas"
}
},
{
"Item_Description": {
"$has": "estat"
}
},
{
"Item_Description": {
"$has": "base"
}
}
]
},
"value": 5.6353753851278805
},
{
"type": "relatedPropositionLift",
"proposition": {
"Item_Description": {
"$has": "fmc"
}
},
"value": 2.384000332140071
},
...cut for brewity...
]
}
},
...cut for brewity...
]
]
{
"type" : "relatedPropositionLift",
"proposition" : {
"$and" : [ {
"Item_Description" : {
"$has" : "manag"
}
}, {
"Item_Description" : {
"$has" : "store"
}
}, {
"Item_Description" : {
"$has" : "real"
}
}, {
"Item_Description" : {
"$has" : "rent"
}
}, {
"Item_Description" : {
"$has" : "leas"
}
}, {
"Item_Description" : {
"$has" : "estat"
}
}, {
"Item_Description" : {
"$has" : "base"
}
} ]
},
"value" : 5.6353753851278805
}
{
"from" : "invoices",
"where" : {
"$and" : [ {
"Item_Description" : {
"$has" : "manag"
}
}, {
"Item_Description" : {
"$has" : "store"
}
}, {
"Item_Description" : {
"$has" : "real"
}
}, {
"Item_Description" : {
"$has" : "rent"
}
}, {
"Item_Description" : {
"$has" : "leas"
}
}, {
"Item_Description" : {
"$has" : "estat"
}
}, {
"Item_Description" : {
"$has" : "base"
}
} ]
}
},
"orderBy" : "$similarity",
"select" : ["$highlight"]
}
  1. 2008-Nov First Real Estate Investment Trust Of New Jersey Base Rent Lease/Rent Store Management Real Estate
  2. Store Management Base Rent Real Estate Lease/Rent Dec-2004 First Real Estate Investment Trust Of New Jersey
  3. First Real Estate Investment Trust Of New Jersey 2005Sep Store Management Real Estate Lease/Rent Base Rent
  4. Apr2005 California Real Estate Investment Trust Base Rent Lease/Rent Store Management Real Estate
  5. Base Rent Jul2009 Store Management California Real Estate Investment Trust Real Estate Lease/Rent
  6. Real Estate Lease/Rent Base Rent Bradley Real Estate Inc Jun2000 Store Management
  7. Store Management Base Rent Real Estate Lease/Rent Jul2006 Continental Real Estate Partners Ltd
  8. Real Estate Store Management Lease/Rent Base Rent Oct-2004 Derand Real Estate Investment Trust

Try it yourself!

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Aito.ai decision automation in the cloud. #ML for #nocode and #rpa operators.

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Aito.ai decision automation in the cloud. #ML for #nocode and #rpa operators.

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