Here is the only roadmap you need to know to learn Python

Опубликовано: 15 Июнь 2026
на канале: Hariharan S
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"Here is the only roadmap you need to know to learn Python.

🚀 Foundations of Python Programming

✅Basic Concepts: Understanding data types (integers, floats, strings), variables, and control flow structures (loops, conditional statements)

✅Functions and Modules: Defining functions, importing modules, and organising code for reusability.

🚀NumPy

✅Array Operations: Creating, indexing, and manipulating arrays efficiently.

✅Mathematical Functions: Performing numerical computations and statistical operations on arrays.

✅Broadcasting: Understanding how NumPy handles operations on arrays of different shapes.

🚀Pandas

✅DataFrames: Working with tabular data structures (DataFrames) to analyse and manipulate data.

✅Data Handling: Cleaning, filtering, and transforming data for insights and visualisation.

🚀Data Visualisation

✅Matplotlib: Creating static plots (line plots, histograms, scatter plots) to visualise data relationships.

✅Seaborn: Building statistical visualisations with higher-level abstractions for clearer insights.

🚀Statistics and Probability

✅Descriptive Statistics: Calculating and interpreting measures like mean, median, variance, and standard deviation.

✅Inferential Statistics: Conducting hypothesis testing and understanding statistical significance to draw meaningful conclusions.

🚀Data Manipulation and Analysis

✅Data Wrangling: Reshaping datasets, combining data from different sources, and preparing data for analysis.

✅Grouping and Aggregation: Using group by operations to summarise data and derive insights.



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