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docs/computer-vision/index.md

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# 🎥 Computer Vision
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<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 15px; padding: 10px;">
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<!-- Face Detection -->
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<figure style="padding: 1rem; background: rgba(39, 39, 43, 0.5); border-radius: 10px; border: 1px solid rgba(76, 76, 82, 0.4); box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1); transition: transform 0.2s ease-in-out; text-align: center; max-width: 320px; margin: auto;">
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<a href="face-detection" style="color: white; text-decoration: none; display: block;">
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<img src="https://imerit.net/wp-content/uploads/2021/07/Face-Detection-in-Images-with-Bounding-Boxes.jpg" alt="" style="width: 100%; height: 150px; object-fit: cover; border-radius: 8px; transition: transform 0.2s;">
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<div style="padding: 0.8rem;">
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<h3 style="margin: 0; font-size: 18px;">Face Detection Model</h3>
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<p style="font-size: 14px; opacity: 0.8;">Detecting faces in images using OpenCV's powerful Haar cascades.</p>
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<p style="font-size: 12px; opacity: 0.6;">📅 2025-01-16 | ⏱️ 10 min read</p>
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</div>
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</a>
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</figure>
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<!-- Bicep Reps Counting -->
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<figure style="padding: 1rem; background: rgba(39, 39, 43, 0.5); border-radius: 10px; border: 1px solid rgba(76, 76, 82, 0.4); box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1); transition: transform 0.2s ease-in-out; text-align: center; max-width: 320px; margin: auto;">
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<a href="bicep-reps-counting" style="color: white; text-decoration: none; display: block;">
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<img src="https://www.researchgate.net/publication/368864097/figure/fig1/AS:11431281123465557@1677717597497/Mediapipe-Poses-position-detection-of-33-posture-joints-Mediapipe-has-many-functions.png"
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alt="Bicep Reps Counting"
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style="width: 100%; height: 150px; object-fit: cover; border-radius: 8px; transition: transform 0.2s;">
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<div style="padding: 0.8rem;">
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<h3 style="margin: 0; font-size: 18px;">Counting Bicep Reps</h3>
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<p style="font-size: 14px; opacity: 0.8;">Real-time tracking and counting of bicep curls with MediaPipe's Pose module and OpenCV.</p>
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<p style="font-size: 12px; opacity: 0.6;">📅 2025-01-18 | ⏱️ 15 min read</p>
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</div>
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</a>
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</figure>
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<!-- Brightness Control -->
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<figure style="padding: 1rem; background: rgba(39, 39, 43, 0.5); border-radius: 10px; border: 1px solid rgba(76, 76, 82, 0.4); box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1); transition: transform 0.2s ease-in-out; text-align: center; max-width: 320px; margin: auto;">
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<a href="brightness-control" style="color: white; text-decoration: none; display: block;">
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<img src="https://user-images.githubusercontent.com/59369441/116009572-1542a280-a638-11eb-9d94-2a2d38b856a5.PNG"
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alt="Brightness Control"
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style="width: 100%; height: 150px; object-fit: cover; border-radius: 8px; transition: transform 0.2s;">
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<div style="padding: 0.8rem;">
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<h3 style="margin: 0; font-size: 18px;">Brightness Control</h3>
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<p style="font-size: 14px; opacity: 0.8;">Adjust screen brightness dynamically using MediaPipe's Hand Tracking and OpenCV.</p>
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<p style="font-size: 12px; opacity: 0.6;">📅 2025-01-24 | ⏱️ 10 min read</p>
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</div>
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</a>
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</figure>
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<!-- Black and White Image Colorizer -->
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<figure style="padding: 1rem; background: rgba(39, 39, 43, 0.5); border-radius: 10px; border: 1px solid rgba(76, 76, 82, 0.4); box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1); transition: transform 0.2s ease-in-out; text-align: center; max-width: 320px; margin: auto;">
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<a href="black-and-white-image-colorizer" style="color: white; text-decoration: none; display: block;">
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<img src="https://gts.ai/wp-content/uploads/2024/05/teaser-1-1024x613.webp" alt="" style="width: 100%; height: 150px; object-fit: cover; border-radius: 8px; transition: transform 0.2s;">
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<div style="padding: 0.8rem;">
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<h3 style="margin: 0; font-size: 18px;">Black and White Image Colorizer</h3>
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<p style="font-size: 14px; opacity: 0.8;">Colorization of Black and White Images using OpenCV and pre-trained caffe models.</p>
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<p style="font-size: 12px; opacity: 0.6;">📅 2025-01-14 | ⏱️ 8 min read</p>
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</div>
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</a>
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</figure>
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</div>

docs/contribute.md

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# 📝 How to Contribute?
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# 📝 Contribute to AI-Code 🚀
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Welcome to the **AI-Code** project! Whether you're a seasoned developer or just starting, this guide will help you contribute systematically and effectively. Let's build amazing AI projects together! 🚀
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---
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Welcome to **AI-Code**! Whether you're an expert or a beginner, your contributions matter. Let's build AI projects together!
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## Getting Started
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### 🌟 Star This Repository
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Show your support by starring the project! 🌟 This helps others discover and contribute. Click [here](https://github.com/Avdhesh-Varshney/AI-Code) to star.
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### 🍴 Fork the Repository
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Create a personal copy of the repository by clicking the **Fork** button at the top right corner of the GitHub page.
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### 📥 Clone Your Forked Repository
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Clone your forked repository to your local machine using:
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```bash
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git clone https://github.com/<your-github-username>/AI-Code.git
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```
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### 📂 Navigate to the Project Directory
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Move into the directory where you've cloned the project:
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```bash
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cd AI-Code
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```
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### 🌱 Create a New Branch
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Create a separate branch for your changes to keep the `main` branch clean:
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```bash
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git checkout -b <your_branch_name>
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```
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---
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### 🛠️ Set Up the Development Environment
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#### 1. Create a Virtual Environment
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To isolate dependencies, create a virtual environment:
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```bash
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python -m venv myenv
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```
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#### 2. Activate the Virtual Environment
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- **Windows:**
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```bash
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myenv\Scripts\activate
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```
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- **macOS/Linux:**
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```bash
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source myenv/bin/activate
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```
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#### 3. Install Required Dependencies
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Install all dependencies listed in the `requirements.txt` file:
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```bash
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pip install -r requirements.txt
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```
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#### 4. Preview Locally
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Use MkDocs to start the development server and preview the project:
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```bash
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mkdocs serve
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```
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Access the site locally at:
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```
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http://127.0.0.1:8000/AI-Code/
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```
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---
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1. **Star & Fork:** [Star](https://github.com/Avdhesh-Varshney/AI-Code) ⭐ & fork the repo.
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2. **Clone:**
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```bash
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git clone https://github.com/<your-github-username>/AI-Code.git && cd AI-Code
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```
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3. **Create Branch:**
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```bash
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git checkout -b <your_branch_name>
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```
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4. **Set Up Environment:**
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```bash
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python -m venv env && source env/bin/activate # (Windows: env\Scripts\activate)
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pip install -r requirements.txt
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```
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5. **Preview Locally:**
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```bash
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mkdocs serve # Visit http://127.0.0.1:8000/AI-Code/
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```
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## Making Contributions
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### ✏️ Make Changes
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Make your desired code edits, add features, or improve documentation. Follow the project's coding standards and contribution guidelines for consistency.
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### 💾 Stage and Commit Changes
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#### 1. Stage All Changes:
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```bash
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git add .
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```
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#### 2. Commit Changes with a Descriptive Message:
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```bash
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git commit -m "<your_commit_message>"
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```
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### 🚀 Push Your Changes
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Push your branch to your forked repository:
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```bash
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git push -u origin <your_branch_name>
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```
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### 📝 Create a Pull Request
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2. Click Pull Requests, then New Pull Request.
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3. Select your branch and describe your changes clearly before submitting.
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---
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1. **Edit Code:** Follow project standards.
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2. **Stage & Commit:**
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```bash
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git add . && git commit -m "<your_commit_message>"
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```
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3. **Push Changes:**
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```bash
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git push -u origin <your_branch_name>
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```
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4. **Create a Pull Request (PR):**
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- Go to GitHub → Open a PR → Provide clear details.
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## Contribution Guidelines
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### 📂 File Naming Conventions
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- Use `kebab-case` for file names (e.g., `ai-code-example`).
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### 📚 Documentation Standards
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- Follow the [PROJECT README TEMPLATE](./project-readme-template.md) and [ALGORITHM README TEMPLATE](./algorithm-readme-template.md).
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- Use raw URLs for images and videos rather than direct uploads.
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### 💻 Commit Best Practices
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- Keep commits concise and descriptive.
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- Group related changes into a single commit.
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### 🔀 Pull Request Guidelines
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- Do not commit directly to the `main` branch.
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- Use the PR Template and provide all requested details.
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- Include screenshots, video demonstrations, or work samples for UI/UX changes.
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### 🧑‍💻 Code Quality Standards
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- Write clean, maintainable, and well-commented code.
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- Ensure originality and adherence to project standards.
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---
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## 📘 Learning Resources
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### 🧑‍💻 Git & GitHub Basics
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- [Forking a Repository](https://help.github.com/en/github/getting-started-with-github/fork-a-repo)
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- [Cloning a Repository](https://help.github.com/en/desktop/contributing-to-projects/creating-an-issue-or-pull-request)
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- [Creating a Pull Request](https://opensource.com/article/19/7/create-pull-request-github)
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- [GitHub Learning Lab](https://lab.github.com/githubtraining/introduction-to-github)
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- **File Naming:** Use `kebab-case` (e.g., `ai-model.py`).
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- **Docs:** Follow [README Template](./project-readme-template.md).
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- **Commits:** Keep them concise & meaningful.
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- **PRs:** No direct commits to `main`, use PR templates, and include screenshots if relevant.
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- **Code Quality:** Clean, maintainable & well-commented.
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### 💻 General Programming
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## Resources
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- [Learn Python](https://www.learnpython.org/)
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- [MkDocs Documentation](https://www.mkdocs.org/)
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- **Git & GitHub:** [Fork](https://help.github.com/en/github/getting-started-with-github/fork-a-repo), [Clone](https://help.github.com/en/desktop/contributing-to-projects/creating-an-issue-or-pull-request), [PR Guide](https://opensource.com/article/19/7/create-pull-request-github)
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- **Learn Python:** [LearnPython.org](https://www.learnpython.org/)
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- **MkDocs:** [Documentation](https://www.mkdocs.org/)

docs/projects/statistics/bangladesh-premier-league-analysis.md renamed to docs/data-visualization/bangladesh-premier-league-analysis.md

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docs/data-visualization/index.md

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# 📊 Data Visualization
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<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 15px; padding: 10px;">
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<!-- Bangladesh Premier League Analysis -->
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<figure style="padding: 1rem; background: rgba(39, 39, 43, 0.5); border-radius: 10px; box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1); transition: transform 0.2s ease-in-out; text-align: center; max-width: 320px; margin: auto;">
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<a href="bangladesh-premier-league-analysis" style="color: white; text-decoration: none; display: block;">
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<img src="https://static.toiimg.com/thumb/msid-88446922,width-1280,height-720,resizemode-4/88446922.jpg"
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alt="BPL Analysis"
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style="width: 100%; height: 150px; object-fit: cover; border-radius: 8px; transition: transform 0.2s;">
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<div style="padding: 0.8rem;">
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<h3 style="margin: 0; font-size: 18px;">Bangladesh Premier League</h3>
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<p style="font-size: 14px; opacity: 0.8;">Team performances, player stats & key insights.</p>
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<p style="font-size: 12px; opacity: 0.6;">📅 2025-01-10 | ⏱️ 10 min read</p>
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</div>
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</a>
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</figure>
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</div>

docs/projects/deep-learning/anamoly-detection.md renamed to docs/deep-learning/anamoly-detection.md

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??? Abstract "Kaggle Notebook"
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<iframe
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src="https://www.kaggle.com/embed/thatarguy/lstm-anamoly-detection?kernelSessionId=222020820"
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height="600"
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style="margin: 0 auto; width: 100%; max-width: 950px;"
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frameborder="0"
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scrolling="auto"
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title="lstm-anamoly-detection">
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<iframe src="https://www.kaggle.com/embed/thatarguy/lstm-anamoly-detection?kernelSessionId=222020820" height="800" style="margin: 0 auto; width: 100%; max-width: 950px;" frameborder="0" scrolling="auto" title="lstm anamoly detection"></iframe>
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