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Introduction to Data Science and scikit-learn in Python
Coursera
Course
Unknown

Introduction to Data Science and scikit-learn in Python

LearnQuest

Learn to leverage Python and AI libraries for data analysis and machine learning, including building classification models to predict health outcomes.

Unknown4 weeksEnglish11,909 enrolled

About this Course

This course will teach you how to leverage the power of Python and artificial intelligence to create and test hypothesis. We'll start for the ground up, learning some basic Python for data science before diving into some of its richer applications to test our created hypothesis. We'll learn some of the most important libraries for exploratory data analysis (EDA) and machine learning such as Numpy, Pandas, and Sci-kit learn. After learning some of the theory (and math) behind linear regression, we'll go through and full pipeline of reading data, cleaning it, and applying a regression model to estimate the progression of diabetes. By the end of the course, you'll apply a classification model to predict the presence/absence of heart disease from a patient's health data

What You'll Learn

  • Employ AI techniques to test hypotheses using Python
  • Apply machine learning models with Numpy, Pandas, and Scikit-Learn
  • Use exploratory data analysis libraries effectively
  • Build classification models to predict health conditions

Prerequisites

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

Instructors

L

LearnQuest Network

Topics

Data Analysis
Data Science
Health Informatics
Health
NumPy
Exploratory Data Analysis
Data Structures
Classification Algorithms
Data Manipulation
Statistical Hypothesis Testing

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
معلوماتية الصحة
الصحة
NumPy
تحليل البيانات الاستكشافية
هياكل البيانات
خوارزميات التصنيف
Data Manipulation
Statistical Hypothesis Testing

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