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-import streamlit as st
-import streamlit.components.v1 as components
-# --------------------------
-# Mermaid Renderer Function
-# --------------------------
-def render_mermaid(mermaid_code, height=300):
-    """Render a mermaid diagram using an HTML snippet in a Streamlit component."""
-    html_code = f"""
-    <html>
-      <head>
-        <script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/mermaid.min.js"></script>
-        <style>
-          body {{
-            background-color: white;
-            font-family: sans-serif;
-          }}
-        </style>
-      </head>
-      <body>
-        <div class="mermaid">
-{mermaid_code}
-        </div>
-        <script>
-          mermaid.initialize({{startOnLoad:true}});
-        </script>
-      </body>
-    </html>
-    """
-    components.html(html_code, height=height)
-# --------------------------
-# Markdown Outlines for Each Area
-# --------------------------
-markdown_areas = {
-    "1. 👥 Leadership Management Collaboration LeCo": r'''
-1. 👥 Leadership Management Collaboration LeCo
-''',
-    "2. 🔒 Security Compliance Reliability SeCo": r'''
-2. 🔒 Security Compliance Reliability SeCo
-''',
-    "3. 📊 Data Engineering Analytics Data Governance DaEn": r'''
-3. 📊 Data Engineering Analytics Data Governance DaEn
-''',
-    "4. 📢 Community OpenSource Communication CoOS": r'''
-4. 📢 Community OpenSource Communication CoOS
-''',
-    "5. 📱 FullStack UI Mobile Product Development FuMo": r'''
-5. 📱 FullStack UI Mobile Product Development FuMo
-''',
-    "6. 💻 Software Cloud MLOps Infrastructure SCMI": r'''
-6. 💻 Software Cloud MLOps Infrastructure SCMI
-''',
-    "7. 🤖 Machine Learning AI Model Development MLAI": r'''
-7. 🤖 Machine Learning AI Model Development MLAI
-''',
-    "8. 🔧 Systems Infrastructure LowLevel Engineering SyIn": r'''
-8. 🔧 Systems Infrastructure LowLevel Engineering SyIn
-''',
-    "9. 🎯 Specialized Domains Emerging Technologies SpDo": r'''
-9. 🎯 Specialized Domains Emerging Technologies SpDo
-'''
-}
-# --------------------------
-# Mermaid Diagrams for Each Area
-# --------------------------
-mermaid_areas = {
-    "1. 👥 Leadership Management Collaboration LeCo": r'''
-graph LR
-  LeCo["🗼LeCo👥 Leadership and Collaboration"]
-  LeCo -->|🚀 Guides| LeCo1a["1. 🚀 Strategic and Cross-Functional Leadership - Global strategy, team coordination and vendor management"]
-  LeCo -->|🤝 Supports| LeCo1b["2. 🤝 Team Building and Agile Collaboration - Coaching, agile processes and stakeholder management"]
-  LeCo -->|💡 Innovates| LeCo1c["3. 💡 Domain Expertise and Innovation - Deep AI knowledge and product strategy"]
-    ''',
-    "2. 🔒 Security Compliance Reliability SeCo": r'''
-graph LR
-  SeCo["👓SeCo🔒 Security and Compliance"]
-  SeCo -->|🛡️ Protects| SeCo1["1. 🛡️ Security Operations and Incident Response - Incident management, pen testing and vulnerability assessment"]
-  SeCo -->|✅ Regulates| SeCo2["2. ✅ Compliance and Governance - Data quality, compliance policies and IAM"]
-  SeCo -->|🔒 Secures| SeCo3["3. 🔒 System Hardening and Automation - Secure HPC, ML, Python, Bash automation and cost optimization"]
-    ''',
-    "3. 📊 Data Engineering Analytics Data Governance DaEn": r'''
-graph LR
-  DaEn["🪑DaEn📊 Data Engineering"]
-  DaEn -->|💧 Processes| DaEn1["1. 💧 Data Processing and Ingestion - Multi-modal data, event handling and ETL"]
-  DaEn -->|📊 Analyzes| DaEn2["2. 📊 Analytics, Forecasting and Visualization - BI, dashboards and forecasting"]
-  DaEn -->|📝 Governs| DaEn3["3. 📝 Data Governance and Quality - Modeling, warehousing and stakeholder communications"]
-    ''',
-    "4. 📢 Community OpenSource Communication CoOS": r'''
-graph LR
-  CoOS["🪟CoOS📢 Community OpenSource"]
-  CoOS -->|📚 Documents| CoOS1["1. 📚 Technical Documentation and Demos - Code examples, demos and notebooks"]
-  CoOS -->|💬 Engages| CoOS2["2. 💬 Community Engagement and Collaboration - Public speaking, social media and collaborations"]
-    ''',
-    "5. 📱 FullStack UI Mobile Product Development FuMo": r'''
-graph LR
-  FuMo["✋FuMo📱 FullStack UI Mobile"]
-  FuMo -->|📱 Develops| FuMo1["1. 📱 Mobile and Web App Development - Full stack development, CI/CD and API design"]
-  FuMo -->|🎨 Designs| FuMo2["2. 🎨 UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design"]
-  FuMo -->|🔌 Connects| FuMo3["3. 🔌 Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging"]
-    ''',
-    "6. 💻 Software Cloud MLOps Infrastructure SCMI": r'''
-graph LR
-  SoCM["🎲SoCM💻 Software Cloud MLOps"]
-  SoCM -->|🛠️ Optimizes| SCMI1["1. 🛠️ Developer Tooling and Observability - Full stack dev, debugging and SRE practices"]
-  SoCM -->|🤖 Automates| SCMI2["2. 🤖 ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod"]
-  SoCM -->|🔄 Pipelines| SCMI3["3. 🔄 Data Pipelines and Processing - Spark, Airflow and ETL pipelines"]
-  SoCM -->|☁️ Deploys| SCMI4["4. ☁️ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration"]
-    ''',
-    "7. 🤖 Machine Learning AI Model Development MLAI": r'''
-graph LR
-  AIML["☁️AIML🤖 AI Machine Learning"]
-  AIML -->|🏛️ Structures| MLAI1["1. 🏛️ Large-Scale Architectures and Retrieval - Transformers, RAG and vector DBs"]
-  AIML -->|⚗️ Experiments| MLAI2["2. ⚗️ Experimentation and Distributed Training - RL, quantization and ablation studies"]
-  AIML -->|📡 Deploys| MLAI3["3. 📡 Application and API Development - Agentic AI, LLM inference and microservices"]
-  AIML -->|📈 Optimizes| MLAI4["4. 📈 Optimization and Monitoring - Performance tuning, scaling and reliability"]
-    ''',
-    "8. 🔧 Systems Infrastructure LowLevel Engineering SyIn": r'''
-graph LR
-  SyIn["🚪SyIn🔧 Systems Infrastructure"]
-  SyIn -->|🐧 Integrates| SyIn1["1. 🐧 Hardware and OS Integration - Linux, embedded, C, C++"]
-  SyIn -->|⚙️ Tunes| SyIn2["2. ⚙️ Performance and Tuning - Cross-layer tuning, throughput and load balancing"]
-  SyIn -->|🤖 Enhances| SyIn3["3. 🤖 Advanced ML and Automation - Cross-team innovation, observability and ServiceNow"]
-  SyIn -->|🚀 Scales| SyIn4["4. 🚀 Distributed and HPC Deployment - Data center HPC, ML, GPU orchestration and multi-GPU pipelines"]
-    ''',
-    "9. 🎯 Specialized Domains Emerging Technologies SpDo": r'''
-graph LR
-  SpDo["🐱SpDo🎯 Specialized Domains"]
-  SpDo -->|🎥 Visualizes| SpDo1["1. 🎥 Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines"]
-  SpDo -->|🚗 Automates| SpDo2["2. 🚗 Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning"]
-  SpDo -->|💻 Computes| SpDo3["3. 💻 HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping"]
-  SpDo -->|🔢 Quantizes| SpDo4["4. 🔢 AI Quantization and Inference - Quantization, in-browser inference and neural sparse models"]
-    '''
-}
-# --------------------------
-# Markdown Sections
-# --------------------------
-md_combined_outline = r'''
-# 📚 Hands On ML App. Dev. with Mixture of Experts and Multiagent Skills and State of Art ML Architecture
-1. 🗼LeCo👥 Leadership and Collaboration :  Strategic leadership and team management.
-2. 👓SeCo🔒 Security and Compliance :  Security operations, compliance, and system hardening.
-3. 🪑DaEn📊 Data Engineering :  Data processing, analytics, and governance.
-4. 🪟CoOS📢 Community OpenSource :  Community engagement, documentation, and collaboration.
-5. ✋FuMo📱 FullStack UI Mobile :  Mobile and web app development with ML integration.
-6. 🎲SoCM💻 Software Cloud MLOps :  Cloud infrastructure, ML frameworks, and automation.
-7. ☁️AIML🤖 AI Machine Learning :  Large–scale architectures, distributed training, and inference.
-8. 🚪SyIn🔧 Systems Infrastructure :  Hardware, OS, and distributed HPC deployments.
-9. 🐱SpDo🎯 Specialized Domains :  Advanced CV, robotics, HPC, and AI quantization.
-'''
-md_submodels_outline = r'''
-## 1. 👥 Leadership Management Collaboration LeCo
-1. **🚀 Strategic and Cross-Functional Leadership - Global strategy, team coordination and vendor management**
-2. **🤝 Team Building and Agile Collaboration - Coaching, agile processes and stakeholder management**
-3. **💡 Domain Expertise and Innovation - Deep AI framework knowledge and product strategy**
-## 2. 🔒 Security Compliance Reliability SeCo
-1. **🛡️ Security Operations and Incident Response - Incident management, pen testing and vulnerability assessment**
-2. **✅ Compliance and Governance - Data quality standards, compliance policies and IAM solutions**
-3. **🔒 System Hardening and Automation - Secure HPC, ML, Python, Bash automation and cost optimization**
-## 3. 📊 Data Engineering Analytics Data Governance DaEn
-1. **💧 Data Processing and Ingestion - Multi, modal data, event handling and ETL pipelines**
-2. **📊 Analytics, Forecasting and Visualization - BI, dashboards and forecasting**
-3. **📝 Data Governance and Quality - Modeling, warehousing and stakeholder comms**
-## 4. 📢 Community OpenSource Communication CoOS
-1. **📚 Technical Documentation and Demos - Code examples, demos and notebooks**
-2. **💬 Community Engagement and Collaboration - Public speaking, social media and collabs**
-## 5. 📱 FullStack UI Mobile Product Development FuMo
-1. **📱 Mobile and Web App Development - Full stack development, CI/CD and API design**
-2. **🎨 UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design**
-3. **🔌 Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging**
-## 6. 💻 Software Cloud MLOps Infrastructure SoCM
-1. **🛠️ Developer Tooling and Observability - Full stack dev, debugging and SRE practices**
-2. **🤖 ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod**
-3. **🔄 Data Pipelines and Processing - Spark, Airflow and ETL pipelines**
-4. **☁️ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration**
-## 7. 🤖 AI Machine Learning Model Development AIML
-1. **🏛️ Large-Scale Architectures and Retrieval - Transformers, RAG and vector DBs**
-2. **⚗️ Experimentation and Distributed Training - RL, quantization and ablation studies**
-3. **📡 Application and API Development - Agentic AI, LLM inference and microservices**
-4. **📈 Optimization and Monitoring - Performance tuning, scaling and reliability**
-## 8. 🔧 Systems Infrastructure LowLevel Engineering SyIn
-1. **🐧 Hardware and OS Integration - Linux, embedded, C, C++**
-2. **⚙️ Performance and Tuning - Cross-layer tuning, throughput and load balancing**
-3. **🤖 Advanced ML and Automation - Cross-team innovation, observability and ServiceNow**
-4. **🚀 Distributed and HPC Deployment - Data center HPC, ML, GPU orchestration and multi-GPU pipelines**
-## 9. 🎯 Specialized Domains Emerging Technologies SpDo
-1. **🎥 Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines**
-2. **🚗 Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning**
-3. **💻 HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping**
-4. **🔢 AI Quantization and Inference - Quantization, in-browser inference and neural sparse models**
-'''
-md_glossary = r'''
-# 📖 Glossary
-1. **🔧 Systems Infrastructure SyIn:** Hardware and OS, level operations enabling computing environments.
-2. **💻 Software Cloud MLOps SCMI:** Tools and processes for managing ML workflows and cloud infrastructures.
-3. **🤖 Machine Learning AI MLAI:** Techniques and architectures for developing and deploying AI models.
-4. **📊 Data Engineering DaEn:** Methods for processing, analyzing and governing data.
-5. **🔒 Security and Compliance SeCo:** Practices ensuring system security and adherence to regulations.
-6. **👥 Leadership and Collaboration LeCo:** Strategies for effective team management and cross-functional coordination.
-7. **📱 FullStack UI Mobile FuMo:** End-to-end development of mobile and web interfaces integrating ML.
-8. **🎯 Specialized Domains SpDo:** Focus areas in advanced tech such as computer vision, robotics and HPC.
-9. **📢 Community OpenSource CoOS:** Engagement with open-source communities and technical education.
-10. **HPC:** High Performance Computing; large-scale computational systems and clusters.
-11. **LLM:** Large Language Models; deep learning models for natural language processing.
-12. **MLOps:** Machine Learning Operations; practices for deploying and managing ML systems.
-'''
-md_python_libraries = r'''
-# 🐍 Python Libraries Guide
-1. **🔥 TensorFlow (tensorflow) -** Deep learning library for research and production.
-2. **🤗 Huggingface Hub (huggingface_hub) -** Platform for sharing and accessing pre-trained models.
-3. **🔄 Transformers (transformers) -** Library for NLP and model inference.
-4. **🔥 Torch (torch) -** PyTorch library for dynamic deep learning.
-5. **🚀 Streamlit (streamlit) -** Rapidly build interactive ML web apps.
-6. **🎙️ Gradio (gradio) -** Create customizable web interfaces for ML models.
-7. **🐼 Pandas (pandas) -** Data manipulation and analysis.
-8. **🔢 NumPy (numpy) -** Numerical computing and array operations.
-9. **💬 LangChain (langchain) -** Framework for building applications with language models.
-10. **🤖 OpenAI (openai) -** API for accessing GPT models and AI services.
-11. **🔑 Azure MSAL (msal) -** Authentication library for Azure services.
-12. **⚙️ Scikit-learn (scikit-learn) -** Machine learning tools for data mining and analysis.
-13. **📈 Matplotlib (matplotlib) -** Plotting library for data visualization.
-14. **🔍 Seaborn (seaborn) -** Statistical data visualization.
-15. **📊 Plotly (plotly) -** Interactive graphing library.
-16. **📚 NLTK (nltk) -** Natural language processing toolkit.
-17. **🧪 SciPy (scipy) -** Scientific and technical computing.
-18. **⚡ FastAPI (fastapi) -** Build fast APIs for ML applications.
-19. **🛠 Dask (dask) -** Parallel computing with task scheduling.
-20. **🔗 Requests (requests) -** HTTP library for Python.
-'''
-md_js_libraries = r'''
-# 💻 JavaScript Libraries Guide
-1. **🔥 React (react) -** Library for building UI components.
-2. **⚛️ Redux (redux) -** Predictable state container for JavaScript apps.
-3. **🌐 Node.js (node) -** JavaScript runtime for building server-side applications.
-4. **💻 Express (express) -** Web framework for Node.js.
-5. **🔗 D3.js (d3) -** Library for dynamic, interactive data visualizations.
-6. **📊 Chart.js (chart.js) -** Simple yet flexible charting library.
-7. **🛠 Webpack (webpack) -** Module bundler for JavaScript applications.
-8. **⚙️ Babel (babel) -** Transpiler for next-generation JavaScript.
-9. **🚀 Next.js (next) -** React framework for server-side rendering.
-10. **🎨 Tailwind CSS (tailwindcss) -** Utility-first CSS framework for rapid UI development.
-11. **🌀 jQuery (jquery) -** DOM manipulation library.
-12. **🔍 Lodash (lodash) -** Utility library for JavaScript.
-13. **⏰ Moment.js (moment) -** Date library for parsing, validating and formatting dates.
-14. **📡 Axios (axios) -** Promise-based HTTP client.
-15. **💬 Socket.io (socket.io) -** Real-time communication library.
-16. **🖼 Vue.js (vue) -** Progressive framework for building user interfaces.
-17. **🅰️ Angular (angular) -** Platform for building mobile and desktop web applications.
-18. **🔥 Ember.js (ember) -** Framework for creating ambitious web applications.
-19. **📊 Mermaid.js (mermaid) -** Library for generating diagrams and flowcharts.
-20. **🎇 Three.js (three) -** Library for creating 3D graphics in the browser.
-'''
-md_picture_mnemonic = r'''
-# 🖼 Picture Mnemonic Outline
-1. **🗼 Lighthouse -** Represents #1, a beacon of guidance.
-2. **👓 Eyeglasses -** Symbolizes #2, two lenses for clarity.
-3. **🪑 Stool -** Denotes #3, three legs for stability.
-4. **🪟 Window -** Four panes, representing #4.
-5. **✋ Hand -** Five fingers for #5.
-6. **🎲 Dice -** Six sides symbolizing #6.
-7. **☁️ Cloud -** For #7, light and airy.
-8. **🚪 Gate -** Represents #8, opening new paths.
-9. **🐱 Cat -** Nine lives, symbolic of #9.
-**Mnemonic:** A mnemonic is a memory aid using patterns or associations to enhance recall. Here, we apply the pegword technique by pairing each number with a vivid image to quickly remember complex information.
-*(Adapted from McCarthy, M. J. 2007. Mastering the INFORMATION AGE - A Course in Working Smarter, Thinking Better, and Learning Faster. [1])*
-[1] McCarthy, M. J. 2007. *Mastering the INFORMATION AGE - A Course in Working Smarter, Thinking Better, and Learning Faster*. Retrieved from https://www.example.com/reference
-'''
-md_tweet = r'''
-# 🐦 Tweet Summary
-Unlock your AI mastery with our densified skill tree - from LC to SD - each node paired with powerful mnemonics and vivid visuals (🗼👓🪑🪟✋🎲☁️🚪🐱) to boost memory and innovation. #AI #ML #Learning #Innovation
-'''
-# --------------------------
-# Combined Mermaid Diagram (Overview)
-# --------------------------
-combined_mermaid = r'''
-graph TD
-  LeCo["1. 👥 Leadership and Collaboration - LeCo"]
-  SeCo["2. 🔒 Security and Compliance - SeCo"]
-  DaEn["3. 📊 Data Engineering - DaEn"]
-  CoOS["4. 📢 Community Open Source - CoOS"]
-  FuMo["5. 📱 FullStack UI Mobile - FuMo"]
-  SoCM["6. 💻 Software Cloud MLOps - SoCM"]
-  AIML["7. 🤖 AI Machine Learning - AIML"]
-  SyIn["8. 🔧 Systems Infrastructure - SyIn"]
-  SpDo["9. 🎯 Specialized Domains - SpDo"]
-  LeCo -->|🧭 guides| SeCo
-  LeCo -->|👑 leads| AIML
-  LeCo -->|🤝 supports| SyIn
-  SeCo ---|🔒 secures| AIML
-  SeCo ---|🛡️ protects| SoCM
-  AIML -->|💧 feeds| DaEn
-  SoCM -->|⚡ powers| AIML
-  FuMo ---|🔌 integrates with| SoCM
-  FuMo -->|➕ extends to| SpDo
-  SpDo ---|✨ enhances| AIML
-  LeCo ---|👁️ oversees| SoCM
-  CoOS ---|🤝 collaborates with| LeCo
-  CoOS ---|🗣️ informs| DaEn
-  SpDo ---|🔄 shares with| CoOS
-'''
-# --------------------------
-# Streamlit App Layout
-# --------------------------
-def main():
-    st.set_page_config(page_title="Densified Skill Tree", layout="wide")
-    # Optionally render combined outlines and submodels if desired:
-    st.markdown(md_combined_outline, unsafe_allow_html=True)
-    #st.markdown(md_submodels_outline, unsafe_allow_html=True)
-    # For each numbered area, display its markdown outline first, then its mermaid diagram.
-    for key in sorted(markdown_areas.keys(), key=lambda k: int(k.split('.')[0])):
-        st.markdown(markdown_areas[key], unsafe_allow_html=True)
-        if key in mermaid_areas:
-            render_mermaid(mermaid_areas[key], height=350)
-    # Render the combined mermaid diagram for an overview
-    render_mermaid(combined_mermaid, height=850)
-    # Display additional markdown sections
-    st.markdown(md_glossary, unsafe_allow_html=True)
-    st.markdown(md_python_libraries, unsafe_allow_html=True)
-    st.markdown(md_js_libraries, unsafe_allow_html=True)
-    st.markdown(md_picture_mnemonic, unsafe_allow_html=True)
-    st.markdown(md_tweet, unsafe_allow_html=True)
-if __name__ == "__main__":
-    main()