YoVDO

Introduction to Data Science

Offered By: LinkedIn Learning

Tags

Data Science Courses Data Visualization Courses Machine Learning Courses Python Courses Jupyter Notebooks Courses Data Cleaning Courses Hypothesis Testing Courses Statistical Analysis Courses Exploratory Data Analysis Courses

Course Description

Overview

Get to know the exciting world of data science in this beginner-friendly course.

Syllabus

Introduction
  • Beginning your data science exploration
1. Defining Data Science
  • Demystifying data science
  • The value of data science
  • Defining the data science life cycle
2. Starting with Data Design
  • Reducing bias with probability sampling
  • Using non-probability sampling
3. Utilizing Computational Tools
  • Comparing Python and R
  • Setting up your Jupyter environment
4. Structuring Your Tabular Data
  • Defining tabular data
  • Reading tabular data
  • Interpreting tabular data
  • Gathering insights
  • Answering specific questions
5. Using Exploratory Data Analysis
  • Defining exploratory data analysis
  • Recognizing statistical data types
  • Distinguishing properties of data
6. Cleaning Your Data
  • Explaining data cleaning
  • Questions to guide data cleaning
7. Using Data Visualization
  • Demystifying data visualization
  • Visualizing your qualitative data
  • Visualizing your quantitative data
8. Using Inference and Statistical Analysis
  • Defining inference
  • Designing a hypothesis test
  • Creating a permutation
  • Conducting a permutation test
  • Bootstrapping a confidence interval
9. Using Prediction in Data Science
  • Defining prediction for data science
  • Navigating classification
  • Recognizing the k-NN algorithm
  • Implementing k-Nearest Neighbors
  • Navigating regression
  • Checking assumptions of regression
  • Implementing linear regression
Conclusion
  • Next steps

Taught by

Lavanya Vijayan and Madecraft

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