Back to mind mapsData Science and Analytics
Data Science and Analytics
Overview
Month 1: Data and statistics
Week 1: Python for data
Week 2: Statistics foundations
Week 3: Inferential statistics and experiments
Week 4: Exploratory data analysis and visualization
Month 2: Machine learning
Week 5: Data preparation and feature engineering
Week 6: Supervised learning
Week 7: Model evaluation and tuning
Week 8: Unsupervised learning
Month 3: Analytics engineering
Week 9: SQL for analytics
Week 10: Analytics engineering and modeling
Week 11: Dashboards and BI
Week 12: Communication and capstone prep
Month 4: Capstone and specialization
Week 13 to 16: Capstone
Resource master reference
Interview focus
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