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Week 01: Python for Business Analytics
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Week 01 - Overview of Python
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Setting up the environment and writing basic Python code
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Download Exercise Files
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Introduction to Python for Business Analytics
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Python List and Knowledge Base
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Python Tuple and Knowledge Base
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Python Dictionary and Knowledge Base
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Python Condition & Knowledge Base
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Python list & Knowledge Base
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Python Function, Nested Function and Recursive Function
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Python Data Sciences Libraries
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Overview of Panda's Dataframe Structure
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Mini Project in Python - Week 01
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Week 02: Pandas Essentials for Data Practitioners
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Week 02 Pandas Essentials for Data Practitioners
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Import Export in Pandas
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Data Manipulation and Cleaning with Pandas
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From Data to Decisions: Pandas EDA Techniques
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Mini Project: Turning Raw Financial Data into Insights with Pandas
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Week 03: Mastering Data Operations with NumPy
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Week 03 - Mastering Data Operations with NumPy
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Practice of NumPy with Enriched Sales Data (5000 records)
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Data Generation Example by NumPy (simulation)
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Mini Project - Performance Analysis Group and Companies!
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Week 04: Statistical Foundations and Applications with Python
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Central Tendency and Dispersion in Python
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Distribution and It's types in Python
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Correlation and Causation in Python
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Basics of Time-Series Data in Python