Python libraries for every day machine learning work: • Tensorflow • NumPy • Pandas • Matplotlib • Scikit-Learn • XGBoost • OpenCV • Pillow Non-machine learning specific libraries: • Requests • Flask • SQLAlchemy • PyTest • Black (credit: Santiago)

The AI community rushed to develop software that many believed would allow hospitals to diagnose or triage patients faster—in theory. In the end, none of them made a real difference, and some were potentially harmful. trib.al/j5HoV1w

I am thrilled to share our new publication in @eClinicalMedicine co-led with a superb Vanderbilt Health IM resident James Brogan: "Incident cytopenia and risk of subsequent myeloid neoplasm in age-related clonal hematopoiesis" sciencedirect.com/science/articl… We analyzed 805,249 participants

New paper in The Lancet eClinicalMedicine with James Brogan & Ashwin Kishtagari, MD Vanderbilt Health We found that cytopenia is a key step from #CHIP ➡️ myeloid neoplasm (MN). Cytopenia-free survival = a new CHIP trial endpoint? doi.org/10.1016/j.ecli…

122 years ago today, X-rays were discovered by German engineer and physicist Wilhelm Röntgen, who went on to win the first Nobel Prize in physics.

Some light reading about AI science.sciencemag.org/content/358/63…