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AI and Machine Learning
·
Module 1
Python and Data Science Toolkit
1
JavaScript to Python: Core Concepts
Translate core programming concepts (variables, control flow, functions) from JavaScript to Python.
2
Python Data Structures: Lists & Dictionaries
Work with Python lists, dictionaries, and list comprehensions.
3
Using Python Modules and Packages
Import and use Python modules and packages like NumPy and Pandas.
4
NumPy Array Manipulation
Create, index, and reshape NumPy arrays for numerical computation.
5
NumPy Operations: Element-wise and Matrix
Perform element-wise and matrix operations with NumPy.
6
Building DataFrames and Series
Create Pandas DataFrames and Series from Python objects like dictionaries and lists.
7
DataFrame Indexing: Label, Integer, and Boolean
Select and filter data from a DataFrame using label-based, integer-based, and boolean indexing.
8
Loading and Inspecting DataFrames with Pandas
Load a dataset from a CSV file and inspect its structure using Pandas.
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