Application of C++ in Cancer Modeling • The speaker (Ruibo) • University of Washington, department of applied mathematics • Cancer Modeling Group: Evolution of cancer initiation • Group leader: Professor UW AMATH Fred Hutchinson Cancer Research center Daniel Hanson CppCon, Student Program Chair SG20Outline • Main Topic: use C++ to simulate the process of cancer initiation • The mathematical certain STL algorithms 2Cancer and early detection • Cancer is a disease characterized by the uncontrolled division of abnormal cells caused by changes in genes (DNA). • When cancer is found early, it may

contains. Feng Li (SDU) Overview September 6, 2023 16 / 57 Applications of Machine Learning (Contd.) Cancer Diagnosis Given data on expression levels of genes, classify the type of tumor. Discover categories units 30x32 pixels as inputs Feng Li (SDU) Overview September 6, 2023 19 / 57 Example 3: Breast Cancer Diagnosis Feng Li (SDU) Overview September 6, 2023 20 / 57 Example 4: Face Recognition Feng Li −1 0 1 Feng Li (SDU) Overview September 6, 2023 25 / 57 Supervised Classification Problems Cancer diagnosis (Training Set) Patient ID # of Tumors Avg Area Avg Density Diagnosis 1 5 20 118 Malignant

Medical/Pharmaceutical research ➢Stan Math Library (Differentiable C++ for linear algebra and probability) ➢Cancer modeling research (talk by Ruibo Zhang, CppCon 2024) • Data Science/Machine Learning (TensorFlow

you’ll see AI change the norms in coding, search, shopping, personal assistants, primary care, cancer and drug research, biology, robotics, space, financial services, neighborhood networks – everything

notations sheds more light on Lean’s type defini- tions. Besides, syntactic sugar is known to cause cancer of the semicolon [29]. In the Lean file accompanying this chapter, the definition of nat is located

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\:aries: Aries U+02649 \taurus, \:taurus: Taurus U+0264A \gemini, \:gemini: Gemini U+0264B \cancer, \:cancer: Cancer U+0264C \leo, \:leo: Leo U+0264D \virgo, \:virgo: Virgo U+0264E \libra, \:libra: Libra

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\:aries: Aries U+02649 \taurus, \:taurus: Taurus U+0264A \gemini, \:gemini: Gemini U+0264B \cancer, \:cancer: Cancer U+0264C \leo, \:leo: Leo U+0264D \virgo, \:virgo: Virgo U+0264E \libra, \:libra: Libra

Aries U+02649 ♉ \taurus, \:taurus: Taurus U+0264A ♊ \gemini, \:gemini: Gemini U+0264B ♋ \cancer, \:cancer: Cancer U+0264C ♌ \leo, \:leo: Leo U+0264D ♍ \virgo, \:virgo: Virgo U+0264E ♎ \libra, \:libra: