⭐️ Course Contents ⭐️
⌨️ Part 1: Data Science: An Introduction: Foundations of Data Science - Welcome (1.1) - Demand for Data Science (2.1) - The Data Science Venn Diagram (2.2) - The Data Science Pathway (2.3) - Roles in Data Science (2.4) - Teams in Data Science (2.5) - Big Data (3.1) - Coding (3.2) - Statistics (3.3) - Business Intelligence (3.4) - Do No Harm (4.1) - Methods Overview (5.1) - Sourcing Overview (5.2) - Coding Overview (5.3) - Math Overview (5.4) - Statistics Overview (5.5) - Machine Learning Overview (5.6) - Interpretability (6.1) - Actionable Insights (6.2) - Presentation Graphics (6.3) - Reproducible Research (6.4) - Next Steps (7.1)
⌨️ Part 2: Data Sourcing: Foundations of Data Science (1:39:46) - Welcome (1.1) - Metrics (2.1) - Accuracy (2.2) - Social Context of Measurement (2.3) - Existing Data (3.1) - APIs (3.2) - Scraping (3.3) - New Data (4.1) - Interviews (4.2) - Surveys (4.3) - Card Sorting (4.4) - Lab Experiments (4.5) - A/B Testing (4.6) - Next Steps (5.1) ⌨️ Part 3: Coding (2:32:42) - Welcome (1.1) - Spreadsheets (2.1) - Tableau Public (2.2) - SPSS (2.3) - JASP (2.4) - Other Software (2.5) - HTML (3.1) - XML (3.2) - JSON (3.3) - R (4.1) - Python (4.2) - SQL (4.3) - C, C++, & Java (4.4) - Bash (4.5) - Regex (5.1) - Next Steps (6.1) ⌨️ Part 4: Mathematics (4:01:09) - Welcome (1.1) - Elementary Algebra (2.1) - Linear Algebra (2.2) - Systems of Linear Equations (2.3) - Calculus (2.4) - Calculus & Optimization (2.5) - Big O (3.1) - Probability (3.2) ⌨️ Part 5: Statistics (4:44:03) - Welcome (1.1) - Exploration Overview (2.1) - Exploratory Graphics (2.2) - Exploratory Statistics (2.3) - Descriptive Statistics (2.4) - Inferential Statistics (3.1) - Hypothesis Testing (3.2) - Estimation (3.3) - Estimators (4.1) - Measures of Fit (4.2) - Feature Selection (4.3) - Problems in Modeling (4.4) - Model Validation (4.5) - DIY (4.6) - Next Step (5.1) -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://www.freecodecamp.org/news And subscribe for new videos on technology every day: https://youtube.com/subscription_cent...