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Capstone Project: Advanced AI for Drug Discovery
Coursera
Course
Unknown

Capstone Project: Advanced AI for Drug Discovery

LearnQuest

In this capstone project course, we'll compare genome sequences of COVID-19 mutations to identify potential areas a drug therapy can look to target. The first step in drug discovery involves identifying target subsequences of theirs genome.

Unknown4 weeksKK, German, HI, RU

About this Course

In this capstone project course, we'll compare genome sequences of COVID-19 mutations to identify potential areas a drug therapy can look to target. The first step in drug discovery involves identifying target subsequences of theirs genome to target. We'll start by comparing the genomes of virus mutations to look for similarities. Then, we'll perform PCA to cut down our number of dimensions and identify the most common features. Next, we'll use K-means clustering in Python to find the optimal number of groups and trace the lineage of the virus. Finally, we'll predict similarity between the sequences and use this to pick a target subsequence. Throughout the course, each section will consist of a programming assignment coupled with a guide video and helpful hints. By the end, you'll be well on your way to discovering ways to combat disease with genome sequencing

What You'll Learn

  • A​nalyzing genome sequences to find similarities and identify target subsequences using predctive models
  • In this capstone project course, we'll compare genome sequences of COVID-19 mutations to identify potential areas a drug therapy can look to target
  • Then, we'll perform PCA to cut down our number of dimensions
  • Identify the most common features

Prerequisites

  • Basic familiarity with the topic and its common terminology
  • Readiness to practice through applied exercises or case-based work

Instructors

L

LearnQuest Network

Topics

Machine Learning
Data Science
Health Informatics
Health
Predictive Modeling
Artificial Neural Networks
Scikit Learn (Machine Learning Library)
Pandas (Python Package)
Dimensionality Reduction
Data Manipulation

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

اكتشاف الأدوية
المعلوماتية الحيوية
تحليل الجينوم
نماذج تنبؤية
علوم البيانات
التحقق العلمي
توثيق التجارب
Pandas (Python Package)
Dimensionality Reduction
Data Manipulation

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