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AI for Scientific Research
Coursera
Specialization
Unknown

AI for Scientific Research

LearnQuest

Series focused on applying AI in scientific research, covering Python basics, data analysis, machine learning pipelines, and predictive modeling.

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About this Course

In the AI for Scientific Research specialization, we'll learn how to use AI in scientific situations to discover trends and patterns within datasets. Course 1 teaches a little bit about the Python language as it relates to data science. We'll share some existing libraries to help analyze your datasets. By the end of the course, you'll apply a classification model to predict the presence or absence of heart disease from a patient's health data. Course 2 covers the complete machine learning pipeline, from reading in, cleaning, and transforming data to running basic and advanced machine learning algorithms.In the final project, we'll apply our skills to compare different machine learning models in Python. In Course 3, we will build on our knowledge of basic models and explore more advanced AI techniques. We’ll describe the differences between the two techniques and explore how they differ. Then, we’ll complete a project predicting similarity between health patients using random forests. In Course 4, a capstone project course, we'll compare genome sequences of COVID-19 mutations to identify potential areas a drug therapy can look to target. By the end, you'll be well on your way to discovering ways to combat disease with genome sequencing

What You'll Learn

  • Use AI to identify trends and patterns in scientific datasets
  • Understand the complete machine learning workflow
  • Apply classification models to predict data outcomes

Prerequisites

  • Basic computer and internet skills
  • Ability to read course instructions in English and complete short exercises

Instructors

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LearnQuest Network

Topics

Data Analysis
Data Science
Machine Learning
Applied Machine Learning
Artificial Neural Networks
Bioinformatics
Classification Algorithms
Data Cleansing
Data Manipulation
Data Preprocessing

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
تعلم الآلة
التعلم التطبيقي
الشبكات العصبية الاصطناعية
علم المعلومات الحيوية
خوارزميات التصنيف
تنظيف البيانات
Data Manipulation
Data Preprocessing

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