Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/samarth4023/probability-statistics
πProbability & Statistics ! This repository is dedicated to my journey of mastering the fundamentals of probability and statistics, which are crucial for my career roadmap in Artificial Intelligence (AI) and Machine Learning (ML). Here, you will find a collection of Python scripts and Jupyter notebooks that cover a wide range of topics.
https://github.com/samarth4023/probability-statistics
ai ipynb jupyter-notebook mathematics ml probability probability-statistics python statistics
Last synced: 26 days ago
JSON representation
πProbability & Statistics ! This repository is dedicated to my journey of mastering the fundamentals of probability and statistics, which are crucial for my career roadmap in Artificial Intelligence (AI) and Machine Learning (ML). Here, you will find a collection of Python scripts and Jupyter notebooks that cover a wide range of topics.
- Host: GitHub
- URL: https://github.com/samarth4023/probability-statistics
- Owner: Samarth4023
- Created: 2024-07-17T13:05:28.000Z (4 months ago)
- Default Branch: master
- Last Pushed: 2024-10-08T08:45:20.000Z (29 days ago)
- Last Synced: 2024-10-11T15:40:12.523Z (26 days ago)
- Topics: ai, ipynb, jupyter-notebook, mathematics, ml, probability, probability-statistics, python, statistics
- Language: Jupyter Notebook
- Homepage:
- Size: 14.3 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# π Probability & Statistics for AI and ML
Welcome to the **Probability & Statistics** repository! This repository is dedicated to my journey of mastering the fundamentals of probability and statistics, which are crucial for my career roadmap in Artificial Intelligence (AI) and Machine Learning (ML). Here, you will find a collection of Python scripts and Jupyter notebooks that cover a wide range of topics, from basic concepts to advanced techniques.
## π Table of Contents
1. [π Introduction](#-introduction)
2. [π Repository Structure](#-repository-structure)
3. [π» Installation](#-installation)
4. [π Usage](#-usage)
5. [π€ Contributing](#-contributing)
6. [π¬ Contact](#-contact)## π Introduction
Probability and statistics form the backbone of AI and ML. This repository serves as a comprehensive resource for anyone looking to understand these concepts deeply. By showcasing my learning process, I hope to provide a valuable resource for others on a similar path.
## π Repository Structure
The repository is organized into the following directories:
- `π data/`: Contains datasets used in the examples and exercises.
- `π notebooks/`: Jupyter notebooks with detailed explanations and visualizations.
- `π scripts/`: Python scripts implementing various probability and statistics algorithms.## π» Installation
To get started, clone this repository to your local machine:
```bash
git clone https://github.com/Samarth4023/Probability-Statistics.git
```## π Usage
You can start exploring the notebooks and scripts by navigating to the respective directories. For Jupyter notebooks, launch JupyterLab or Jupyter Notebook:
```bash
jupyter lab
```Or
```bash
jupyter notebook
```Then open the notebooks in the `notebooks/` directory to begin your learning journey.
## π€ Contributing
Contributions are welcome! If you have any improvements, suggestions, or additional resources to add, feel free to open a pull request or create an issue.
## π¬ Contact
If you have any questions, suggestions, or feedback, please feel free to reach out to me:
- **βοΈ Email**: [email protected]
- **π GitHub**: [Your GitHub Profile](https://github.com/Samarth4023)---
Happy Learning! ππ