mindsquared-machine-learning

Repository for Mindsquared ML Server related packages.

Machine Learning Model API

ML model deployed using Flask API

Prerequisities

Scikit-learn, Flask, Pandas, Numpy

Structure

  1. app.py - This contains Flask APIs that receives details through API calls, computes the precited value based on our model and returns it.

33 mental disorders of 12 domains are predicted using datasets built on real life case studies. These disorders are grouped into broad generic domains. Each domain is associated with one or more disorders for that given domain as depicted in the following table.

Table ADHD- ADHD Domain Dementia - Cognitive Domain Schizophrenia - Psychotic Domain Bipolar Disorder, Depression - Mood Domain Substance Abuse - Substance-related Domain Panic Disorder, Acute Stress Disorder, PTSD, GAD - Anxiety Domain Factitious disorders - Factitious domain Dissociative Fugue/Depersonalization, dissociative identity disorder - Dissociative Domain Eating Disorder - Eating disorder Domain Nightmare, Narcolepsy, Breathing related sleep disorder, Sleep Walking - Sleep Domain Pyromania, Intermittent Explosive Disorder, Kleptomania, Trichtotillomania, Pathological Gambling, - Impulsive Behavior Domain Borderline Personality Disorder, Narcissistic Personality disorder, dependent personality disorder, avoidant personality disorder, histrionic personality disorder, antisocial disorder, schizoid personality disorder - Personality Domain