/coursera-IBM-data-science

Coursera <IBM data science> course studynote

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coursera-IBM-data-science

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The course is the kickstart of career in Data Science & ML. Master data science, learn Python & SQL, analyze & visualize data, build machine learning models.

Data Science Methodology

blog post - Data Science 방법론에 대하여

Databases and SQL for Data Science

Databases and SQL for Data Science - Assignment

Data Analysis with Python

01. Introduction

02. Data Wrangling

03. Exploratory Data Analysis

04. Model Development

05. Model Evaluation and Refinement

Data Visualization with Python

01. Introduction to Matplotlib and Line Plots

02. Area Plots, Histograms and Bar Plots

03. Pie Charts, Box Plots, Scatter Plots and Bubble Plots

04. Waffle Charts, Word Clouds and Regression Plots

05. Generating Maps with Python

Data Visualization with Python - Assignment

Machine Learning with Python

01. Simple Linear Regression

02. Non-Linear Regression

03. K-Nearest Neighbors

04. Decision Trees

05. Logistic Regression

06. Support Vector Machine (SVM)

07. K-Means Clustering

08. Agglomerative clustering

09. DBSCAN Clustering

10. Content-based Filtering

11. Collaborative Filtering

Machine Learning with Python - Assignment