Data Science Tutorial - Learn Data Science Full Course [2020]

Published: 01 January 1970
on channel: Extern Code

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⭐️ Contents ⭐
00:00 Introduction to DataScience
01:58 Demand for DataScience
07:43 Venn Diagram
14:42 Data Science Pathway
27:03 Big Data
31:58 Coding
35:00 Statistics in Data science
39:18 Business Intelligence
48:24 Methods overview
50:46 Sourcing Overview
57:58 Math Overview
1:01:57 Statistics Overview
1:06:00 Machine learning Overview
1:08:45 Interpretability
Actionable Insights
Presentation Graphics
Reproducible Research

1:39:46 Foundations of DataScience
Metrics
Accuracy
SocialContext of Measurement
Existing Data
APIs
Scraping
New Data
Interviews
Surveys
Card Sorting
Lab Experiments
A/B Testing

2:32:42 Coding
Spreadsheets
Tableau Public
SPSS
JASP
Other Software
HTML
XML)
JSON
R
Python
SQL
C,C++, & Java
Bash
Regex

4:01:09 Mathematics
Elementary Algebra
Linear Algebra
Systems of Linear Equations
Calculus
Calculus & Optimization
BigO
Probability

4:44:03 Statistics
Exploration Overview
Exploratory Graphics
Exploratory Statistics
Descriptive Statistics
Inferential Statistics
Hypothesis Testing
Estimation
Estimators
Measures of Fit
Feature Selection
Problems in Modeling
Model Validation
DIY

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