Week 3 (4/28/2025)

✅ Week 3 — Numpy, Pandas, and Text Cleaning

🎯 Weekly Goals

• Understand array and matrix operations using Numpy
• Learn Pandas DataFrame operations and text processing
• Write text cleaning functions (remove HTML, stopwords, special chars)

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📘 Recommended Resources

• 📘 Python for Data Analysis (Wes McKinney) — Chapters 2, 4, 7
• Kaggle - Python Data Cleaning
• Numpy Quickstart

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✅ Daily Tasks

• Day 1–2: Numpy array, indexing, reshaping
• Day 3–4: Pandas DataFrames: load, filter, merge
• Day 5–6: Write text preprocessing pipeline
• Day 7: Build early clean_text(text) API logic

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🧪 Weekly Review

• Test text cleaning on real scam samples
• Upload Jupyter notebook to GitHub with examples
• Write a blog/summary explaining preprocessing