char-rnn-tensorflow-disease-generator

Generates new disease names using recurrent neural networks.

Forked from Sherjil Ozair's char-rnn-tensorflow which was in turn inspired by Andrej Karpathy's char-rnn.

Requirements

• Tensorflow 1.0

Concept

Based on Janelle Shane's use of RNN's to generate new names for multiple types of products (e.g. such as beer and metal bands )

Basic Usage

Train on a list of ~1000 disease names scraped from the CDC's Diseases and Conditions page:

python train.py

To sample from a checkpointed model, python sample.py.

Here are some of my favorites, trained with a variety of hyperparameters.

• Henorphy Sistes
• Menutinia — see Naspilmonakis Incatinal Proasossa Infection
• fempoora — see Spinges
• Groopent, Health
• perpacter Farterosis
• Imberlossis croubocrocustem frumllossomic viruves
• Angi peli Infection
• Grouplas Disease
• Batobacteria fever (ADm)
• Genis
• Shammition
• Pse pee — see Anisalia virus fervic Fraet. see also Restipatomoficu Infection]
• SkV, Pagillosoma dinease
• Lumphagic tupboclosis (Chorcanc Ercucilation — see Spolirmien-hygina diseasee)
• Vinus and Meat Disease
• Lockworm Virus
• Deat Lutaticationaty (ILS)
• Group A Disease Toxoravirus Infection
• Ovisal Cancer
• Mydoma Infection
• Mubic Cholepiasis
• Thrhama Disease and Rastric Bats, Cexilness
• Chronic Caplitimexiosis
• Hebomitis — see B Cromen
• Puping Pumjo Fever
• Fancers Vaccination
• Pulst Epesita Cancer
• Herpes, Areaterial Death Disorders
• Black Vingilla B disis
• Fengillaris
• Mibringiosis
• Kernectaliticar Disease

And this is raw output from a run of 100 epochs with default parameters:

• neallobacites
• Dickethir Heatted Hemorrhail fevirus [VRP)
• Varialla Health Pastemia — see Sepsisis — see Harstems and Workforce Development (DPF) [Varichllobkere Infection]
• Perichory Amey Infection]
• Glostrommal Pasinella Infection — see Choluraty Vaccination
• Trictostisis, Fecapleagosy Syndrome (CDR)
• Traumagia Disporla Infection]
• Chickren
• Vaginal and Insatt, humaly Syndrome)
• CEV Infection
• Afrian) Puldobacil-Ascoila — see Emergobenthurita (MAF)
• Asistaphyate Meliotoskis Mancepation
• Orviunlal Resistan