https://github.com/ndomah1/learning-python

This repo is a comprehensive learning path for Python that covers everything from getting started and basic syntax to advanced topics like data analysis, automation, and introductory machine learning.
https://github.com/ndomah1/learning-python

anaconda data-analysis jupyter-notebook machine-learning matplotlib numpy pandas plotly python scikit-learn scipy seaborn vscode

Last synced: 11 months ago
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This repo is a comprehensive learning path for Python that covers everything from getting started and basic syntax to advanced topics like data analysis, automation, and introductory machine learning.

• Host: GitHub
• URL: https://github.com/ndomah1/learning-python
• Owner: ndomah1
• Created: 2025-03-20T23:44:34.000Z (11 months ago)
• Default Branch: main
• Last Pushed: 2025-03-20T23:51:11.000Z (11 months ago)
• Last Synced: 2025-03-21T00:27:50.284Z (11 months ago)
• Topics: anaconda, data-analysis, jupyter-notebook, machine-learning, matplotlib, numpy, pandas, plotly, python, scikit-learn, scipy, seaborn, vscode
• Homepage:
• Size: 0 Bytes
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Learning Python

*Click on section header to view README*

[1. Getting Started](https://github.com/ndomah1/Learning-Python/blob/main/subpages/1%20Getting%20Started%201b89b8d0fd0d800084affaedb2a486f5.md)

- Anaconda

- VSCode

[2. Python Basics](https://github.com/ndomah1/Learning-Python/blob/main/subpages/2%20Python%20Basics%201b89b8d0fd0d801782ebf9134dc77640.md)

- Variables & Data Types

- Operators

- Control Structures

- Functions

[3. Data Structures](https://github.com/ndomah1/Learning-Python/blob/main/subpages/3%20Data%20Structures%201b89b8d0fd0d802fb705d769ffd358c5.md)

- Lists

- Tuples

- Dictionaries

- Sets

[4. File Handling](https://github.com/ndomah1/Learning-Python/blob/main/subpages/4%20File%20Handling%201b89b8d0fd0d80a28b2ae27122232106.md)

- Reading & Writing Text Files

- CSV

- JSON

[5. Libraries for Data Analysis](https://github.com/ndomah1/Learning-Python/blob/main/subpages/5%20Libraries%20for%20Data%20Analysis%201b89b8d0fd0d80ee8d94cf2559384482.md)

- NumPy

- Pandas

- Matplotlib

- Seaborn

- SciPy

- Plotly

[6. Data Wrangling & Preprocessing with Pandas](https://github.com/ndomah1/Learning-Python/blob/main/subpages/6%20Data%20Wrangling%20%26%20Preprocessing%20with%20Pandas%201b89b8d0fd0d80aa8afff4eb3ca79a0f.md)

- Missing Values

- Duplicates

- Inconsistencies

- Filtering & Sorting

- Grouping & Aggregating

- Pipeline

[7. Data Visualization Principles](https://github.com/ndomah1/Learning-Python/blob/main/subpages/7%20Data%20Visualization%20Principles%201b89b8d0fd0d80599bd7d3596e2ded50.md)

- Choosing the Right Type

- Best Practices

- Design Principles

[8. Statistics & Probability](https://github.com/ndomah1/Learning-Python/blob/main/subpages/8%20Statistics%20%26%20Probability%201b89b8d0fd0d806195bbd110f13e2da3.md)

- Descriptive Statistics

- Probability

- Distributions

- Statistical Inference

[9. Exploratory Data Analysis (EDA) Guide](https://github.com/ndomah1/Learning-Python/blob/main/subpages/9%20Exploratory%20Data%20Analysis%20(EDA)%20Guide%201b89b8d0fd0d80cf9d05d92500c5f9e5.md)

- Descriptive Statistics

- Data Distributions

- Relationships

- Outliers

[10. Working with Databases (SQL)](https://github.com/ndomah1/Learning-Python/blob/main/subpages/10%20Working%20with%20Databases%20(SQL)%201b89b8d0fd0d80bd8cebdc7cb3e038f2.md)

- Basics

- Filtering & Aggregation

- Joining Tables

- Running SQL in Python

[11. Automating Tasks and Scripting in Python](https://github.com/ndomah1/Learning-Python/blob/main/subpages/11%20Automating%20Tasks%20and%20Scripting%20in%20Python%201b89b8d0fd0d80c999ccc9c5f1168c3d.md)

- Data Cleaning

- Batch Processing Multiple Files

- Automated Reports

- Scheduling

- Automating Web Scraping

[12. Introduction to Machine Learning for Data Analysts](https://github.com/ndomah1/Learning-Python/blob/main/subpages/12%20Introduction%20to%20Machine%20Learning%20for%20Data%20Analy%201b89b8d0fd0d808c99a0ddd5889f46e0.md)

- Supervised vs. Unsupervised Learning

- Workflow

- Algorithm Examples