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-#!/usr/bin/env python3
-"""
-app.py
-A Streamlit application that displays a densified, numbered skill–tree overview.
-It includes:
-  1. A Combined Overall Skill Tree Model in a numbered Markdown outline.
-  2. Detailed numbered outlines for each sub–model with emoji–labeled skills.
-  3. An overall combined Mermaid diagram showing inter–area relationships with relationship labels and enhanced emojis.
-  4. A Glossary defining key terms.
-  5. A Python Libraries Guide and a JavaScript Libraries Guide with package names and emoji labels.
-  6. A Picture Mnemonic Outline to aid memorization.
-  7. A Tweet Summary for a high–resolution overview.
-Each node or term is annotated with an emoji and a mnemonic acronym to aid readability.
-For example:
-  - Leadership and Collaboration is titled with "LeCo" and its root node is abbreviated as LC.
-  - Security and Compliance is titled with "SeCo" and its root node is abbreviated as SC.
-  - Data Engineering is titled with "DaEn" and its root node is abbreviated as DE.
-  - Community OpenSource is titled with "CoOS" and its root node is abbreviated as CO.
-  - FullStack UI Mobile is titled with "FuMo" and its root node is abbreviated as FM.
-  - Software Cloud MLOps is titled with "SCMI" and its root node is abbreviated as SM.
-  - Machine Learning AI is titled with "MLAI" and its root node is abbreviated as ML.
-  - Systems Infrastructure is titled with "SyIn" and its root node is abbreviated as SI.
-  - Specialized Domains is titled with "SpDo" and its root node is abbreviated as SD.
-"""
-import streamlit as st
-import streamlit.components.v1 as components
-def render_mermaid(mermaid_code, height=500):
-    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 as Variables
-# --------------------------
-md_combined_outline = r'''
-# 📚 Hands On State of Art App Dev Using Mixture of Experts, Skills Knowledge, and Multiagent ML Architectures
-1. **👥 Leadership and Collaboration LeCo:** Strategic leadership and team management.
-2. **🔒 Security and Compliance SeCo:** Security operations, compliance, and system hardening.
-3. **📊 Data Engineering DaEn:** Data processing, analytics, and governance.
-4. **📢 Community OpenSource CoOS:** Community engagement, documentation, and collaboration.
-5. **📱 FullStack UI Mobile FuMo:** Mobile and web app development with ML integration.
-6. **💻 Software Cloud MLOps SCMI:** Cloud infrastructure, ML frameworks, and automation.
-7. **🤖 Machine Learning AI MLAI:** Large–scale architectures, distributed training, and inference.
-8. **🔧 Systems Infrastructure SyIn:** Hardware, OS, and distributed HPC deployments.
-9. **🎯 Specialized Domains SpDo:** 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 SCMI
-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. 🤖 Machine Learning AI Model Development MLAI
-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
-'''
-# --------------------------
-# Mermaid Diagrams
-# --------------------------
-# In these diagrams, the root nodes have been updated to two-letter abbreviations.
-# All ( and ) characters have been removed from the data.
-mermaid_areas = {
-    "1. 👥 Leadership and Collaboration - LeCo": r'''
-graph TD
-  LC[👥 Leadership and Collaboration - LeCo]
-  LC --> LeCo1a[🚀 Strategic and Cross-Functional Leadership - Global strategy, team coordination and vendor management]
-  LC --> LeCo1b[🤝 Team Building and Agile Collaboration - Coaching, agile processes and stakeholder management]
-  LC --> LeCo1c[💡 Domain Expertise and Innovation - Deep AI knowledge and product strategy]
-    ''',
-    "2. 🔒 Security and Compliance - SeCo": r'''
-graph TD
-  SC[🔒 Security and Compliance - SeCo]
-  SC --> SeCo1[🛡️ Security Operations and Incident Response - Incident management, pen testing and vulnerability assessment]
-  SC --> SeCo2[✅ Compliance and Governance - Data quality, compliance policies and IAM]
-  SC --> SeCo3[🔒 System Hardening and Automation - Secure HPC, ML, Python, Bash automation and cost optimization]
-    ''',
-    "3. 📊 Data Engineering - DaEn": r'''
-graph TD
-  DE[📊 Data Engineering - DaEn]
-  DE --> DaEn1[💧 Data Processing and Ingestion - Multi, modal data, event handling and ETL]
-  DE --> DaEn2[📊 Analytics, Forecasting and Visualization - BI, dashboards and forecasting]
-  DE --> DaEn3[📝 Data Governance and Quality - Modeling, warehousing and stakeholder comms]
-    ''',
-    "4. 📢 Community OpenSource - CoOS": r'''
-graph TD
-  CO[📢 Community OpenSource - CoOS]
-  CO --> CoOS1[📚 Technical Documentation and Demos - Code examples, demos and notebooks]
-  CO --> CoOS2[💬 Community Engagement and Collaboration - Public speaking, social media and collabs]
-    ''',
-    "5. 📱 FullStack UI Mobile - FuMo": r'''
-graph TD
-  FM[📱 FullStack UI Mobile - FuMo]
-  FM --> FuMo1[📱 Mobile and Web App Development - Full, stack development, CI,CD and API design]
-  FM --> FuMo2[🎨 UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design]
-  FM --> FuMo3[🔌 Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging]
-    ''',
-    "6. 💻 Software Cloud MLOps - SCMI": r'''
-graph TD
-  SM[💻 Software Cloud MLOps - SCMI]
-  SM --> SCMI1[🛠️ Developer Tooling and Observability - Full, stack dev, debugging and SRE practices]
-  SM --> SCMI2[🤖 ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod]
-  SM --> SCMI3[🔄 Data Pipelines and Processing - Spark, Airflow and ETL pipelines]
-  SM --> SCMI4[☁️ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration]
-    ''',
-    "7. 🤖 Machine Learning AI - MLAI": r'''
-graph TD
-  ML[🤖 Machine Learning AI - MLAI]
-  ML --> MLAI1[🏛️ Large-Scale Architectures and Retrieval - Transformers, RAG and vector DBs]
-  ML --> MLAI2[⚗️ Experimentation and Distributed Training - RL, quantization and ablation studies]
-  ML --> MLAI3[📡 Application and API Development - Agentic AI, LLM inference and microservices]
-  ML --> MLAI4[📈 Optimization and Monitoring - Performance tuning, scaling and reliability]
-    ''',
-    "8. 🔧 Systems Infrastructure - SyIn": r'''
-graph TD
-  SI[🔧 Systems Infrastructure - SyIn]
-  SI --> SyIn1[🐧 Hardware and OS Integration - Linux, embedded, C, C++]
-  SI --> SyIn2[⚙️ Performance and Tuning - Cross, layer tuning, throughput and load balancing]
-  SI --> SyIn3[🤖 Advanced ML and Automation - Cross, team innovation, observability and ServiceNow]
-  SI --> SyIn4[🚀 Distributed and HPC Deployment - Data, center HPC, ML, GPU orchestration and multi-GPU pipelines]
-    ''',
-    "9. 🎯 Specialized Domains - SpDo": r'''
-graph TD
-  SD[🎯 Specialized Domains - SpDo]
-  SD --> SpDo1[🎥 Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines]
-  SD --> SpDo2[🚗 Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning]
-  SD --> SpDo3[💻 HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping]
-  SD --> SpDo4[🔢 AI Quantization and Inference - Quantization, in, browser inference and neural sparse models]
-    '''
-}
-combined_mermaid = r'''
-graph TD
-  LC["1. 👥 Leadership and Collaboration - LeCo"]
-  SC["2. 🔒 Security and Compliance - SeCo"]
-  DE["3. 📊 Data Engineering - DaEn"]
-  CO["4. 📢 Community OpenSource - CoOS"]
-  FM["5. 📱 FullStack UI Mobile - FuMo"]
-  SM["6. 💻 Software Cloud MLOps - SCMI"]
-  ML["7. 🤖 Machine Learning AI - MLAI"]
-  SI["8. 🔧 Systems Infrastructure - SyIn"]
-  SD["9. 🎯 Specialized Domains - SpDo"]
-  LC -->|🧭 guides| SC
-  LC -->|👑 leads| ML
-  LC -->|🤝 supports| SI
-  SC ---|🔒 secures| ML
-  SC ---|🛡️ protects| SM
-  ML -->|💧 feeds| DE
-  SM -->|⚡ powers| ML
-  FM ---|🔌 integrates with| SM
-  FM -->|➕ extends to| SD
-  SD ---|✨ enhances| ML
-  LC ---|👁️ oversees| SC
-  CO ---|🤝 collaborates with| LC
-  CO ---|🗣️ informs| DE
-  SD ---|🔄 shares with| CO
-'''
-# --------------------------
-# Streamlit App Layout
-# --------------------------
-def main():
-    st.set_page_config(page_title="Densified Skill Tree", layout="wide")
-    st.markdown(md_combined_outline, unsafe_allow_html=True)
-    st.markdown(md_submodels_outline, unsafe_allow_html=True)
-    for area, mermaid_code in mermaid_areas.items():
-        st.subheader(area)
-        render_mermaid(mermaid_code, height=300)
-    render_mermaid(combined_mermaid, height=800)
-    st.header("📖 Glossary")
-    st.markdown(md_glossary, unsafe_allow_html=True)
-    st.header("🐍 Python Libraries Guide")
-    st.markdown(md_python_libraries, unsafe_allow_html=True)
-    st.header("💻 JavaScript Libraries Guide")
-    st.markdown(md_js_libraries, unsafe_allow_html=True)
-    st.header("🖼 Picture Mnemonic Outline")
-    st.markdown(md_picture_mnemonic, unsafe_allow_html=True)
-    st.header("🐦 Tweet Summary")
-    st.markdown(md_tweet, unsafe_allow_html=True)
-if __name__ == "__main__":
-    main()