Update README.md

README.md

@@ -7,42 +7,27 @@ license: apache-2.0
 
 <!-- Provide a quick summary of what the model is/does. -->
 
-### Model Description
+# ZySec-v1-7B
 
-# ZySec-v1-7B: A New Era in AI-Driven Cybersecurity
+ZySec-v1-7B, stands as a pivotal innovation for security professionals, leveraging the advanced capabilities of HuggingFace's Zephyr language model series. This AI model is crafted to be an omnipresent cybersecurity ally, offering on-demand, expert guidance in cybersecurity issues. Picture ZySec-7B as an ever-present digital teammate, adept at navigating the complexities of security challenges.
 
-## Overview
-ZySec-v1-7B stands as a pivotal innovation for security professionals, harnessing the advanced capabilities of HuggingFace's Zephyr language model series. This AI model is designed as an omnipresent cybersecurity ally, offering on-demand, expert guidance on cybersecurity issues. ZySec-7B is like a digital teammate, adept at navigating the complexities of security challenges.
+The efficacy of ZySec-7B lies in its comprehensive training across numerous cybersecurity fields, providing a deep and wide-ranging understanding of the sector. ZySec is developed using the DPO technique, utilizing a varied dataset encompassing critical topics such as:
 
-## Key Features
-- **Comprehensive Training:** ZySec-7B is developed using the DPO technique and covers numerous cybersecurity fields, providing a deep and wide-ranging understanding of the sector.
-- **Diverse Topics:** Encompassing areas such as sophisticated threats, compliance and regulatory frameworks, practical cybersecurity applications, and strategic fields.
-- **Extensive Data Coverage:** Trained in over 30 unique domains, each with thousands of data points, ZySec-7B offers unparalleled expertise.
+- Sophisticated areas like Attack Surface Threats, Cloud Security, and the Cyber Kill Chain.
+- Key compliance and regulatory frameworks, including CIS Controls, FedRAMP, PCI DSS, and ISO/IEC 27001.
+- Practical aspects like Cloud Secure Migration, Data Exfiltration Techniques, and Security Incident Handling.
+- Crucial strategic fields such as Security Governance, Risk Management, and Security Architecture Review.
 
-## Training Domains
-ZySec-7B's training spans critical topics including:
-- Advanced subjects like Attack Surface Threats, Cloud Security, and the Cyber Kill Chain.
-- Compliance and regulatory frameworks: CIS Controls, FedRAMP, PCI DSS, and ISO/IEC 27001.
-- Operational aspects: Cloud Secure Migration, Data Exfiltration Techniques, and Security Incident Handling.
-- Strategic areas: Security Governance, Risk Management, and Security Architecture Review.
+ZySec-7B's training spans over 30 unique domains, each enriched with thousands of data points, delivering unparalleled expertise.
 
-## Dataset Distribution
-The dataset is rich and diverse, with records in domains like:
-- Attack Surface Threats: 3148
-- CIS Controls: 3842
-- Cloud Secure Migration: 3510
-- [See the full dataset distribution here](https://huggingface.co/aihub-app/ZySec-7B-v1/resolve/main/ZySec-7B-dataset-composition.png?download=true)
+As the first of its kind in an open-source, AI-driven cybersecurity series, ZySec-7B transcends the conventional role of a support tool, redefining organizational security approaches. Its open-source nature not only invites community contributions but also enhances its flexibility and transparency in managing vast cybersecurity data. ZySec-7B is instrumental in providing vital, actionable insights for strategic decision-making and advanced risk management. More than a mere software, ZySec-7B is a community-enhanced strategic tool, equipping your team to proactively confront and stay ahead of the dynamic landscape of cyber threats and regulatory demands.
 
-## Integration and Usage
-ZySec-7B is open-source and AI-driven, redefining how security is approached within organizations. Its integration capabilities include:
-- Full compatibility with [LM Studio](https://lmstudio.ai). Search for "Zysec" to see its potential.
-- Sample output of ZySec writing an email about database security can be viewed [here](https://huggingface.co/aihub-app/ZySec-7B-v1/resolve/main/sample-output.png?download=true).
+![Dataset Distribution](https://huggingface.co/aihub-app/ZySec-7B-v1/resolve/main/ZySec-7B-dataset-composition.png?download=true)
 
-## Community and Contributions
-As an open-source project, ZySec-7B invites community contributions, enhancing its adaptability and transparency. It's not just a software; it's a community-enhanced strategic tool, empowering teams to stay ahead of evolving cyber threats and compliance requirements.
+Details of dataset distribution here - [Dataset Distribution](https://huggingface.co/aihub-app/ZySec-7B-v1/resolve/main/ZySec-7B-dataset-composition.png?download=true)
 
-## Stay Informed and Contribute
-Join us in shaping the future of AI-driven cybersecurity. For more information, updates, and contribution guidelines, visit our repository or contact our team.
+Fully compatible with [LM Studio](https://lmstudio.ai). Search for “Zysec” and here is what you get. Here is a sample output of ZySec writing email to John about database security using LM Studio:
 
+![Sample Output](https://huggingface.co/aihub-app/ZySec-7B-v1/resolve/main/sample-output.png?download=true)