Granulomatous lymphadenitis with giant cells

13m with intermittent fever and a rubbery, matted lymph node in neck. Numerous giant cells, foreign body type, lymphocytes and neutrophils.

Automated screening: Conventional cervical smears

An image analysis based tool for screening conventional cervical smears. Not very accurate, but the appropriate tool to preprocess an image before feeding to an AI model.

https://www.ncbi.nlm.nih.gov/pubmed/29643651

J Cytol. 2018 Apr-Jun; 35(2):71-74

A toy neural network

A toy neural network in Javascript.  The design is as follows

Manipulates weights and biases and see new functions emerge at http://cmacus.000webhostapp.com/code/neural_nets/toy.html

A neural network for identifying papillary carcinoma

Proof that machines 'think' but in their own matrix-multiplicative manner. Full text at http://www.jpathinformatics.org/text.asp?2018/9/1/43/246760.

Steps of analysis

Final classification

Sepsis

Sepsis

From a case of liver abscess

Left shift with toxic granules

Myelocyte

A toxic vacuole

Sepsis in a neonate

Chronic kidney disease

CKD

Another case

Thyroidisation