v1.0.1: bump version and complete documentation hub structure

Author: sahadatnisad

docs/academic-writing/citation-styles-apa-ieee-bibtex.md

@@ -1,43 +1,18 @@
-# 🏷️ Citation Styles: APA 7, IEEE, & BibTeX
+# 📑 Citation Styles Guide (APA, IEEE, BibTeX)
 
-Accurate referencing is essential to maintain academic integrity and avoid plagiarism.
+Accurate referencing is essential for academic integrity.
 
----
-
-## 📌 1. APA 7th Edition
-
-### In-Text Citation
-- Single Author: (Vaswani, 2017)
-- Two Authors: (Goodfellow & Bengio, 2016)
-- Three+ Authors: (Devlin et al., 2019)
-
-### Reference List Entry
-> Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., & Polosukhin, I. (2017). Attention is all you need. *Advances in Neural Information Processing Systems*, 30, 5998–6008.
-
----
-
-## ⚡ 2. IEEE Style
-
-### In-Text Citation
-Numeric citations inside square brackets:
-- As demonstrated in [1] and extended by [2]-[4]...
-
-### Reference List Entry
-> [1] A. Vaswani et al., "Attention is all you need," in *Proc. Adv. Neural Inf. Process. Syst. (NIPS)*, 2017, pp. 5998–6008.
-
----
-
-## 📄 3. BibTeX (LaTeX Format)
-
-Store in your `.bib` file:
+## 📌 BibTeX Example
 
 ```bibtex
-@inproceedings{vaswani2017attention,
-  title     = {Attention is all you need},
-  author    = {Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, {\L}ukasz and Polosukhin, Illia},
-  booktitle = {Advances in Neural Information Processing Systems},
-  volume    = {30},
-  pages     = {5998--6008},
-  year      = {2017}
+@article{vaswani2017attention,
+  title={Attention is all you need},
+  author={Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, {\L}ukasz and Polosukhin, Illia},
+  journal={Advances in neural information processing systems},
+  volume={30},
+  year={2017}
 }
 ```
+
+## 📐 IEEE Style Example
+`[1] A. Vaswani et al., "Attention is all you need," Adv. Neural Inf. Process. Syst., vol. 30, 2017.`

docs/academic-writing/latex-research-paper-template.md

@@ -1,56 +1,29 @@
-# 🪶 LaTeX Research Paper Template Masterclass
+# 📐 LaTeX Paper Writing Masterclass
 
-LaTeX provides unmatched precision for formatting equations, tables, figures, and bibliographies in conference papers and journal submissions.
-
----
-
-## 📄 Complete IEEE / Overleaf Article Starter Template
-
-Save this as `main.tex` in Overleaf or your local TeX distribution:
+LaTeX provides unmatched typesetting quality for scientific formulas and figures.
 
 ```latex
 \documentclass[conference]{IEEEtran}
 \usepackage{cite}
 \usepackage{amsmath,amssymb,amsfonts}
-\usepackage{algorithmic}
 \usepackage{graphicx}
-\usepackage{textcomp}
-\usepackage{xcolor}
-
-\begin{document}
-
-\title{Novel Deep Learning Approaches for Open Research Documentation}
 
-\author{\IEEEauthorblockN{Sahadat Nisad}
-\IEEEauthorblockA{\textit{Research Help BD} \\
-Dhaka, Bangladesh \\
-contact@researchhelpbd.org}
-}
+\title{Your Research Paper Title}
+\author{\IEEEauthorblockN{Author Name}
+\IEEEauthorblockA{\textit{Department of Computer Science} \\
+\textit{University Name}\\
+City, Country \\
+email@domain.com}}
 
+\begin{document}
 \maketitle
 
 \begin{abstract}
-This paper presents a modern framework for publishing open-access research documentation using static site generators and markdown automation...
+Your abstract goes here...
 \end{abstract}
 
-\begin{IEEEkeywords}
-Open Access, Documentation, LaTeX, Machine Learning, GitHub Pages
-\end{IEEEkeywords}
-
 \section{Introduction}
-Recent developments in academic publishing require faster dissemination of research notes...
-
-\section{Methodology}
-The loss function is defined as:
-\begin{equation}
-\mathcal{L} = \frac{1}{N}\sum_{i=1}^{N} (y_i - \hat{y}_i)^2
-\end{equation}
-
-\section{Conclusion}
-Our open-access framework reduces publication latency to zero.
-
-\bibliographystyle{IEEEtran}
-\bibliography{references}
+Introduction section content...
 
 \end{document}
 ```

docs/academic-writing/literature-review-guide.md

@@ -1,40 +1,11 @@
-# 📚 Systematic Literature Review Guide
+# 📚 Literature Review Guide
 
-A literature review surveys books, scholarly articles, and any other sources relevant to a particular issue, area of research, or theory.
+A literature review synthesizes existing academic research to justify a new study or research proposal.
 
----
+## 🔑 5 Steps to Write a Literature Review
 
-## 🎯 5 Key Steps to a Great Literature Review
-
-### 1. Search for Relevant Literature
-Define key terms and boolean operators for database queries:
-```text
-("transformer models" OR "self-attention") AND ("computer vision" OR "image classification") AND NOT "survey"
-```
-
-### 2. Evaluate & Select Sources
-Assess paper quality using:
-- Citation count & impact factor of journal
-- Clarity of methodology & dataset quality
-- Recency (last 3-5 years for fast-moving fields like AI)
-
-### 3. Identify Themes, Debates, & Gaps
-Organize papers into thematic clusters rather than summarizing paper by paper.
-
-```mermaid
-graph TD
-    A[Literature Pool] --> B[Theme 1: Supervised Learning]
-    A --> C[Theme 2: Self-Supervised Pretraining]
-    A --> D[Theme 3: Domain Adaptation]
-    B --> E[Research Gap Identified 💡]
-    C --> E
-    D --> E
-```
-
-### 4. Outline Your Structure
-- **Chronological**: Tracing development over time.
-- **Thematic**: Grouping by sub-topic.
-- **Methodological**: Grouping by data collection techniques.
-
-### 5. Write Your Review
-State the research gap clearly in the final paragraphs to justify your current study!
+1. **Search Relevant Literature**: Use Google Scholar, IEEE Xplore, PubMed, and arXiv.
+2. **Evaluate & Select Sources**: Filter by impact factor, peer-review status, and relevance.
+3. **Identify Themes & Gaps**: Spot contradictions, unanswered questions, or methodological flaws.
+4. **Outline Structure**: Organize chronologically, thematically, or methodologically.
+5. **Synthesize & Write**: Write critically rather than summarizing paper by paper.

docs/getting-started/how-to-contribute.md

@@ -1,47 +1,34 @@
-# 🤝 How to Contribute Docs & Research
+# 🤝 How to Contribute
 
-We welcome contributions from students, researchers, professors, and open-source enthusiasts worldwide! You can contribute research summaries, methodology guides, paper digests, or open datasets.
+We welcome contributions from researchers, students, educators, and software engineers worldwide!
 
----
-
-## 🛠️ Step-by-Step Contribution Workflow
-
-### Step 1: Fork or Clone the Repository
-Clone your repository locally to make edits:
-```bash
-git clone https://github.com/sahadatnisad/reserachhelpbd.git
-cd reserachhelpbd
-```
-
-### Step 2: Install Dependencies
-Ensure you have Node.js (v18+) installed, then run:
-```bash
-npm install
-```
+## 📌 Ways to Contribute
 
-### Step 3: Run the Local Preview Server
-Start the development server with live reload:
-```bash
-npm run docs:dev
-```
-Open `http://localhost:5173/reserachhelpbd/` in your browser to preview changes in real time.
+- **Add Paper Summaries**: Write digests for impactful research papers in your field.
+- **Improve Writing Guides**: Share tips on LaTeX, grant writing, or citation management.
+- **Submit Templates**: Share formatted LaTeX or Markdown templates for research proposals.
+- **Fix Errors**: Correct typos, update broken links, or improve mathematical formulas.
 
-### Step 4: Add Your Markdown File
-Create a new `.md` file in the appropriate folder under `docs/`. For example:
-- Adding a paper digest on AI: `docs/research-papers/ai-machine-learning/my-new-paper.md`
-- Adding a writing guide: `docs/academic-writing/my-writing-guide.md`
-
-### Step 5: Register the File in Sidebar Navigation
-Open `docs/.vitepress/config.mjs` and add your file link to the `sidebar` array so it shows up in the left navigation menu!
-
-```javascript
-{ text: 'My New Paper Title', link: '/research-papers/ai-machine-learning/my-new-paper' }
-```
+---
 
-### Step 6: Commit and Push
-```bash
-git add .
-git commit -m "feat: add research digest on My New Paper"
-git push origin main
-```
-The automated GitHub Actions workflow will automatically build and publish your update live worldwide! 🚀
+## 🛠️ Contribution Workflow
+
+1. **Fork the Repository**: Visit [GitHub Repository](https://github.com/sahadatnisad/reserachhelpbd) and click **Fork**.
+2. **Clone your fork**:
+   ```bash
+   git clone https://github.com/YOUR_USERNAME/reserachhelpbd.git
+   cd reserachhelpbd
+   ```
+3. **Create a new branch**:
+   ```bash
+   git checkout -b docs/add-my-paper-digest
+   ```
+4. **Add your Markdown file**: Add your `.md` file under the appropriate folder inside `docs/`.
+5. **Update `.vitepress/config.mjs`**: Add your page link to the sidebar.
+6. **Commit & Push**:
+   ```bash
+   git add .
+   git commit -m "docs: add paper digest on transformer models"
+   git push origin docs/add-my-paper-digest
+   ```
+7. **Open a Pull Request**: Create a PR on the main repository.

docs/getting-started/introduction.md

@@ -1,52 +1,22 @@
 # 🚀 Introduction to Research Help BD
 
-Welcome to **Research Help BD** — a global open-access research repository and documentation hub designed to organize, publish, and share academic research, study digests, methodology guides, and educational tools in a clean, docs-style format.
-
-<span class="badge-tag">Open Access</span> <span class="badge-tag">Documentation</span> <span class="badge-tag">Worldwide</span>
-
----
+Welcome to **Research Help BD**, a global open-access documentation repository and academic research hub.
 
 ## 🎯 Our Mission
 
-Academic research should be **accessible, well-organized, and easily readable** for everyone across the globe. Traditional research PDFs can often be difficult to search or read on mobile devices. **Research Help BD** converts academic knowledge into a modern web documentation format featuring:
-
-- **Instant Full-Text Search**: Search topics, equations, code snippets, or citation keys in seconds.
-- **TeX Math & Equation Rendering**: Native support for mathematical formulations using LaTeX syntax.
-- **Structured Categories**: Browse papers by field (AI/ML, Data Science, Biotechnology, Social Sciences).
-- **Responsive & Dark-Mode Friendly**: Clean reading experience across mobile phones, tablets, and desktops.
-- **Zero Cost & Free Hosting**: Powered by GitHub Pages for worldwide reliability and open collaboration.
-
----
-
-## 🗺️ How Content is Organized
-
-The documentation structure is designed to be intuitive and scalable:
+Research Help BD aims to bridge the gap between academic research, technical documentation, and open knowledge sharing. We provide researchers, students, and academics worldwide with:
 
-```
-docs/
-├── getting-started/      # Overview, rules, and contribution guides
-├── research-papers/      # Papers, research summaries, and technical digests
-│   ├── ai-machine-learning/
-│   ├── data-science/
-│   └── biotechnology/
-├── academic-writing/     # Writing methodology, literature review tips, LaTeX & citations
-├── research-tools/       # Software guides (Zotero, Mendeley, arXiv, open datasets)
-└── templates/            # Copy-paste research proposal & summary templates
-```
+1. **Structured Research Digests**: Summaries of breakthrough papers in AI, Data Science, Biotechnology, and domain sciences.
+2. **Academic Writing Guides**: Complete tutorials on writing literature reviews, LaTeX formatting, and citation standards (APA, IEEE, BibTeX).
+3. **Essential Research Tools**: Guides for Zotero, Mendeley, arXiv, and open data repositories.
+4. **Ready-to-Use Templates**: Reusable templates for research proposals, study notes, and paper summaries.
 
 ---
 
-## 🌍 Sharing Worldwide
-
-Every page on this site has a permanent, clean URL. Anyone with an internet connection can access your research documentation.
-
-- **Primary Repository**: [github.com/sahadatnisad/reserachhelpbd](https://github.com/sahadatnisad/reserachhelpbd)
-- **Live Documentation Website**: [sahadatnisad.github.io/reserachhelpbd/](https://sahadatnisad.github.io/reserachhelpbd/)
-
----
+## 🌐 Open Access Principles
 
-## 🤝 Next Steps
+All content hosted on Research Help BD is published under the **MIT License** and is fully open-access. 
 
-- Learn [How to Contribute](/getting-started/how-to-contribute) new papers or notes.
-- Read the [Publishing Guide](/getting-started/publishing-guide) to format markdown and equations.
-- Explore sample [Research Papers](/research-papers/).
+- **No Paywalls**: Knowledge should be free and accessible to everyone.
+- **Collaborative**: Open for contributions from researchers across Bangladesh and globally.
+- **Version Controlled**: Powered by Git and Markdown for clear history and easy updates.

docs/getting-started/publishing-guide.md

@@ -1,70 +1,27 @@
-# ✍️ Research Publishing & Formatting Guide
+# 📖 Publishing Guidelines
 
-This guide covers how to format your research documents with LaTeX equations, code blocks, callouts, diagrams, and citations.
+To maintain academic quality and readability across **Research Help BD**, please follow these guidelines when writing documentation.
 
----
-
-## 🧮 1. Mathematical Formulas (LaTeX)
-
-You can write LaTeX math equations directly inline or in block mode.
+## 📝 Markdown & Formatting Standards
 
-### Inline Math
-Use single dollar signs `$ ... $`:
-- Example: `$E = mc^2$` renders as $E = mc^2$.
-- Example: `$\sigma(z) = \frac{1}{1 + e^{-z}}$` renders as $\sigma(z) = \frac{1}{1 + e^{-z}}$.
-
-### Display / Block Math
-Use double dollar signs `$$ ... $$`:
-
-$$
-\mathcal{L}(\theta) = -\frac{1}{N} \sum_{i=1}^{N} \left[ y_i \log(\hat{y}_i) + (1 - y_i) \log(1 - \hat{y}_i) \right]
-$$
-
-```latex
-$$
-\mathcal{L}(\theta) = -\frac{1}{N} \sum_{i=1}^{N} \left[ y_i \log(\hat{y}_i) + (1 - y_i) \log(1 - \hat{y}_i) \right]
-$$
-```
+- **Use Clear Headings**: Organize your document with `#`, `##`, and `###` hierarchy.
+- **LaTeX Math Rendering**:
+  - Inline math: `$E = mc^2$`
+  - Block math:
+    $$\frac{-b \pm \sqrt{b^2 - 4ac}}{2a}$$
+- **Code Blocks**: Always specify the language tag for syntax highlighting (e.g. ````python`, ````latex`, ````bibtex`).
+- **Attribution & References**: Always cite original paper authors, DOI, and publication venue.
 
 ---
 
-## 💡 2. Custom Callout Containers
-
-Use containers to highlight key insights, warnings, or notes:
-
-::: tip 💡 Research Tip
-Always store raw dataset backups before running transformation scripts.
-:::
-
-::: info ℹ️ Note
-This paper was originally presented at NeurIPS 2025.
-:::
-
-::: warning ⚠️ Important Assumption
-Model performance degrades if batch normalization parameters are uncalibrated.
-:::
-
----
-
-## 📊 3. Code Blocks & Pseudocode
-
-Use fenced code blocks with language syntax highlighting:
+## 🎯 Code & Formula Style Guide
 
 ```python
-import numpy as np
-
-def compute_attention(Q, K, V):
-    """Compute Scaled Dot-Product Attention."""
+def calculate_attention(Q, K, V):
+    """Computes Scaled Dot-Product Attention."""
+    import numpy as np
     d_k = Q.shape[-1]
     scores = np.matmul(Q, K.T) / np.sqrt(d_k)
     weights = np.exp(scores) / np.sum(np.exp(scores), axis=-1, keepdims=True)
     return np.matmul(weights, V)
 ```
-
----
-
-## 📚 4. Academic Citation References
-
-Use clean markdown blockquotes or bibtex references for citing papers:
-
-> **Citation**: Vaswani, A., et al. (2017). "Attention Is All You Need." *Advances in Neural Information Processing Systems*, 30. [DOI: 10.48550/arXiv.1706.03762](https://arxiv.org/abs/1706.03762)