This is a repo that contains projects, articles, and assignments from the Lux Academy and DSE Africa Data Science Bootcamp starting from Monday, 25th September for a period of 5 weeks.
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Week 1; Learning the fundamentals of Data Science: Tools to learn: Python, SQL, Pandas, Numpy, matplotlib, seaborn and statistics module
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Week 2; Learn basic Data Science concepts:
Learn data visualization, exploratory data analysis(EDA), and basic structural measures.
Tools to learn: Python, SQL, Pyspark, problem-solving, and Non-technical concepts
- Week 3; #teachsomeonedatascience:
(I):Explore and decide different DS paths
(II): Teach someone DS for 30 minutes.
(III): Write a DS Roadmap article on LinkedIn or X
- Week 4: Learn Intermediate Data Science concepts and Time Series modeling:
Learn dimensionality reduction techniques
Learn feature engineering
Learn ensemble learning
Learn neutral networks
Learn Time Series Analysis modeling
- Week 5; Exploring Data Engineering and Analytics Engineering:
Learn about ETL and when to use it
Master the modern data stack
How to write modern data CVs and resumes