Please oh please, Chronic Fatigue Syndrome. The potential for ML is absolutely huge. Some people have already collected or are working to collect genetic and other data on a large scale [1] [2] [3], so it does exist.
CFS is interesting because:
a) Patients' symptoms appear to fluctuate "randomly" but are actually typically a complex function of genetics, blood markers, exercise, diet, medication and other factors.
b) There is considerable low-hanging fruit for pattern recognition, since despite the prevalence of the disease almost nobody has done serious ML work in this space.
c) Huge market opportunity - prevalence is comparable to HIV, and specialists often cite CFS as causing more disability [4] [5].
[5] Dr. Daniel Peterson (Introduction to Research and Clinical Conference, Fort Lauderdale, Florida, October 1994; published in JCFS 1995:1:3-4:123-125)
CFS is interesting because:
a) Patients' symptoms appear to fluctuate "randomly" but are actually typically a complex function of genetics, blood markers, exercise, diet, medication and other factors.
b) There is considerable low-hanging fruit for pattern recognition, since despite the prevalence of the disease almost nobody has done serious ML work in this space.
c) Huge market opportunity - prevalence is comparable to HIV, and specialists often cite CFS as causing more disability [4] [5].
[1] http://simmaronresearch.com/
[2] http://www.nova.edu/nim/research/mecfs-genes.html
[3] https://med.stanford.edu/chronicfatiguesyndrome.html
[4] https://consults.blogs.nytimes.com/2009/10/15/readers-ask-a-...
[5] Dr. Daniel Peterson (Introduction to Research and Clinical Conference, Fort Lauderdale, Florida, October 1994; published in JCFS 1995:1:3-4:123-125)