Add ML Project

Project Title

Primary Client/Owner

Primary Project Engineer/Manager

Feasibility Assessment

Is the business worth to start?

Yes

No

Is ML technology applicable to this business?

Yes

No

Upload Feasibility Report (If any)     OR     Create ML Feasibility Report through Template Here

Upload Project Plan (If any)     OR     Create ML Project Plan through Template Here

Primary Business Analyst

Business Story Case

Add business functional requirement + Add More

Add business non-functional requirement + Add More

Add ethical constraint (If Any) + Add More

Upload SRS (If Any)     OR     Create ML Project SRS Through Template Here

Domain Expert/Business Analyst

Problem Analysis Story Case

Specify ML problem(s) against each business requirement

BFR1-00 + Add More

BFR2-01 + Add More

BFR3-02 + Add More

Auto recommend ML variant (Classical ML/Deep Neural Network/GAI) by ML problem analysis here

Select Input/Output Types Text to Text Text to Image Text to Audio Text to Video Image to Text Image to Image Image to Audio Image to Video

Select ML Variant -- Select Option -- Classical ML Neural Network GAI-LLMs

Select Learning Type -- Select Option --

Select Problem Type -- Select Option --

Select Applicable Algorithm -- Select Option --

Data Scientist/Data Analyst/Data Engineer

Data Story Case

Version 1.0 1.1 1.2 1.3 1.4

Select Problem Requirement

PR1-00

PR2-01

PR3-02

Dataset URL

Upload Dataset File

No. of instances

No. of features

Source of dataset collection

Dataset Types Text Image Audio Video

Corporus Monolingual Multilingual Crosslingual

Data splitting ratio

Dataset

Supervised

UnSupervised

SemiSupervised

Training Regime

Batch

Incremental

Online

Checklist for data processing tasks

Data Cleaning

Data Integration

Data Transformation

Data Reduction

Checklist for data cleaning practice

Noise Removal

Imputation

Duplicate Records Removal

Normalization

Data Scientist/Data Analyst/Data Engineer

Data Pre-Processing

Data insights by accessing Dashboard here

Annotate data here

Split data into training and testing sets

Data Pre-Processing Activities

Click here to fill missing data

Click here to remove duplicate records

Click here to normalize and scale data

Click here for data transformation

Primary Data Engineer

Model Story Case

Version 1.0 1.1 1.2 1.3 1.4

Select ML problem requirement

PR1_ID

PR2_ID

PR3_ID

Select Data Case

DC1_ID

DC2_ID

DC3_ID

Experimentation

Parallel

Series

Applied Algorithm + Add More

Hyper Parameter Parameter 1 Parameter 2 Parameter 3

Model training code

Do you want to avail ensambling?

Yes

No

Select algorithm(s) to ensamble Algo 1 Algo 2 Algo 3

Primary ML Engineer

Test Story Case

Select model story case

MSC_ID_001

MSC_ID_002

Dataset for testing URL

Dataset for testing file

Testing Environment

Alpha

Beta

Real World

Select applicable Testing Types

Security

Performance

Functional

Fairness

Expected accuracy of model

%

Actual accuracy of model

%

Model Successful?

Yes

No

ML/Test Engineer