Tasks:
1. mine association rules using apriori ( min support - 0.05 , confidence - 20%)
2. Generalize each GO annotation in your input file by replacing with its parent as noted in the attached file ([login to view URL]). Mine rules after each [login to view URL]
3. the GO terms are hierarchial – mine relations.
[login to view URL] tsv file – – replace it with direct parents – if repeats pick randomly – u have new set now – mine assoc rules .
5. 2nd round of replacement – opposite of 1st round of replacement – replace the already replaced parents with 2nd direct parents. Now you have 3 transaction sets. From each of 3 sets, mine assoc rules and put these rules together.
6. If u get rules x implies y, x implies (y ,z), just put x implies y.
4. If x implies y, if x is parent or y is parent, remove the rule- find these in text file.
5. If x is child of z, y implies z , infer the relation from go file.- get all the ancestors – say y and z are ancestors of x .
6. Filter any rules between an ancestor and child. Get ancestor children relationships from the [login to view URL] file. – remove x im y , y imp z , remove these both rules. Remaining – go terms that r not related .
ApexTechnomatics helps company to develop an optimal AI strategy. Understanding challenges and opportunities that your organization faces, we will advise on the most efficient implementation of AI-powered ERP Solutions for you. We implement business solutions on Odoo and ERPNext .
Our ERP and AI consultants thoroughly analyze your requirements to Our team can either deliver full-cycle AI software development on a turnkey basis or help your in-house team at any stage of the project. Our skilled data scientists will leverage data processing frameworks and develop machine learning algorithms that are optimal for solving your business challenge.
We do have expertise in data mining like
a. Data manipulation
b. Data visualization ( creating the charts and finding the insights )
c. Machine Learning ( predicting the target value based on the previous data )
Work done on machine learning;
1. AI solution on Odoo and erpnext platform with CRM-Sales, customer services and purchase
2. Predicting the big mart sales price of the product
3. Predicting the salary of the data scientist
And many more..
Message me to get more details about my relevant experience or provide info about your needs!
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