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awacke1 commited on Feb 12

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cb09242

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Create app.py

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+#!/usr/bin/env python3
+"""
+app.py
+A Streamlit application that displays a densified skill‐tree overview.
+It includes:
+  - A Markdown outline (with up to three sub–levels) for nine skill areas.
+  - Individual Mermaid diagrams for each area with each node labeled using an emoji
+    reflecting the skill.
+  - A combined overall skill tree Mermaid diagram showing inter–area relationships
+    with relationship labels.
+Each node is annotated with between 1 (simplest) to 5 (most complex) emojis.
+"""
+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/mermaid/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)
+def main():
+    st.set_page_config(page_title="Densified Skill Tree", layout="wide")
+    st.title("Densified Skill Tree Overview")
+    st.markdown("---")
+    # Markdown Outline
+    st.header("Markdown Outline")
+    markdown_outline = r'''
+# Skill Tree Outline
+## 🔧 Systems Infrastructure LowLevel Engineering
+- **Distributed & HPC Deployment (5 🔧’s)**
+  - Data–center scale HPC/ML deployment & GPU cluster orchestration.
+  - Multi–GPU training pipelines and distributed debugging.
+- **Advanced ML & Automation in Systems (4 🔧’s)**
+  - Cross–team innovation and proactive ML–based resolution.
+  - Observability, anomaly detection & ServiceNow automation.
+- **Performance & Tuning (3 🔧’s)**
+  - Cross–layer tuning, quantitative throughput modeling.
+  - Load balancing and performance optimization under heavy ML loads.
+- **Hardware & OS Integration (2 🔧’s)**
+  - Linux/embedded systems and low–level integrations (C/C++).
+## 💻 Software Cloud MLOps Infrastructure
+- **Cloud & Infrastructure Provisioning (5 💻’s)**
+  - Kubernetes orchestration, Docker containerization & cloud integration (AWS/GCP/Azure).
+  - Infrastructure as Code (Terraform, Helm) and production environment management.
+- **ML Frameworks & Automation (4 💻’s)**
+  - Python APIs, ML libraries (PyTorch, Keras) & distributed frameworks (Ray, Horovod).
+  - Framework optimizations and automated deployments.
+- **Data Pipelines & Processing (3 💻’s)**
+  - Distributed data processing with Spark, Airflow & robust ETL pipelines.
+- **Developer Tooling & Observability (2 💻’s)**
+  - Full–stack development, debugging tools & reliability scaling (SRE).
+## 🤖 Machine Learning AI Model Development
+- **Large–Scale Architectures & Retrieval (5 🤖’s)**
+  - Managing Transformers, retrieval optimization (RAG, vector DBs) & semantic search.
+- **Experimentation & Distributed Training (4 🤖’s)**
+  - Experimental design, distributed training, reinforcement learning & quantization.
+- **Application & API Development (3 🤖’s)**
+  - Agentic AI, LLM inference, microservices & API construction.
+- **Optimization & Monitoring (2 🤖’s)**
+  - Performance tuning, scaling ML services & reliability monitoring.
+## 📊 Data Engineering Analytics Data Governance
+- **Data Processing & Ingestion (5 📊’s)**
+  - Multi–modal data processing, large event data handling & ETL pipelines.
+- **Analytics, Forecasting & Visualization (4 📊’s)**
+  - Advanced analytics, forecasting, dashboards & BI tool integration.
+- **Data Governance & Quality (3 📊’s)**
+  - Data modeling, warehousing, root–cause analysis & stakeholder communications.
+## 🔒 Security Compliance Reliability
+- **Security Operations & Incident Response (5 🔒’s)**
+  - Coordinating security teams, incident management, vulnerability assessment & penetration testing.
+- **Compliance & Governance (4 🔒’s)**
+  - Data quality standards, compliance policies & IAM solutions.
+- **System Hardening & Automation (3 🔒’s)**
+  - Secure HPC/ML pipeline design, Python/Bash automation & cost optimization.
+## 👥 Leadership Management Collaboration
+- **Strategic & Cross–Functional Leadership (5 👥’s)**
+  - Global strategy, cross–team coordination, vendor management & project planning.
+- **Team Building & Agile Collaboration (4 👥’s)**
+  - Team coaching, agile processes & stakeholder management.
+- **Domain Expertise & Innovation (3 👥’s)**
+  - Deep AI framework knowledge, product strategy & cross–disciplinary innovation.
+## 📱 FullStack UI Mobile Product Development
+- **Mobile & Web App Development (5 📱’s)**
+  - Full–stack development, CI/CD pipelines, API design & ML–driven product delivery.
+- **UI/UX & Frontend Integration (4 📱’s)**
+  - React/Next.js, TypeScript & intuitive, user–centric UI design.
+- **Backend & Cross–Platform Tools (3 📱’s)**
+  - Python/Node backends, cloud microservices & bridging ML models to frontends.
+## 🎯 Specialized Domains Emerging Technologies
+- **Advanced CV & 3D Graphics (5 🎯’s)**
+  - 3D computer vision, neural rendering, advanced reconstruction & graphics engines.
+- **Robotics, Autonomous Systems & Simulation (4 🎯’s)**
+  - Autonomous vehicles, robotics, sensor fusion & path planning.
+- **HPC & Hardware Integration (3 🎯’s)**
+  - GPU/SoC modeling, HPC networking, hardware prototyping & programmable networks.
+- **AI Quantization & Inference (2 🎯’s)**
+  - Quantization techniques, in–browser inference & neural sparse models.
+## 📢 Community OpenSource Communication
+- **Technical Documentation & Demos (5 📢’s)**
+  - Contributing documentation, code examples, demos & technical notebooks.
+- **Community Engagement & Collaboration (4 📢’s)**
+  - Public speaking, social media engagement & strategic collaborations.
+    '''
+    st.markdown(markdown_outline)
+    st.markdown("---")
+    st.header("Mermaid Graphs by Area")
+    # Dictionary mapping area names to their updated mermaid code strings.
+    mermaid_areas = {
+        "Systems Infrastructure LowLevel Engineering": r'''
+graph TD
+  A[🔧 Systems Infrastructure]
+  A --> A1[🐧 Hardware & OS Integration: Linux, embedded, C/C++]
+  A --> A2[⚙️ Performance & Tuning: Cross–layer tuning, throughput & load balancing]
+  A --> A3[🤖 Advanced ML & Automation: Cross–team innovation, observability & ServiceNow]
+  A --> A4[🚀 Distributed & HPC Deployment: Data–center HPC/ML, GPU orchestration & multi–GPU pipelines]
+        ''',
+        "Software Cloud MLOps Infrastructure": r'''
+graph TD
+  B[💻 Software Cloud MLOps]
+  B --> B1[🛠️ Developer Tooling & Observability: Full–stack dev, debugging & SRE]
+  B --> B2[🤖 ML Frameworks & Automation: Python APIs, PyTorch/Keras & Ray/Horovod]
+  B --> B3[🔄 Data Pipelines & Processing: Spark, Airflow & ETL pipelines]
+  B --> B4[☁️ Cloud & Infrastructure Provisioning: Kubernetes, Docker, Terraform & cloud integration]
+        ''',
+        "Machine Learning AI Model Development": r'''
+graph TD
+  C[🤖 Machine Learning AI]
+  C --> C1[🏛️ Large–Scale Architectures & Retrieval: Transformers, RAG & vector DBs]
+  C --> C2[⚗️ Experimentation & Distributed Training: RL, quantization & ablation studies]
+  C --> C3[📡 Application & API Development: Agentic AI, LLM inference & microservices]
+  C --> C4[📈 Optimization & Monitoring: Performance tuning, scaling & reliability]
+        ''',
+        "Data Engineering Analytics Data Governance": r'''
+graph TD
+  D[📊 Data Engineering]
+  D --> D1[💧 Data Processing & Ingestion: Multi–modal data, event handling & ETL]
+  D --> D2[📊 Analytics, Forecasting & Visualization: BI, dashboards & forecasting]
+  D --> D3[📝 Data Governance & Quality: Modeling, warehousing & stakeholder comms]
+        ''',
+        "Security Compliance Reliability": r'''
+graph TD
+  E[🔒 Security & Compliance]
+  E --> E1[🛡️ Security Operations & Incident Response: Incident management, pen testing & vulnerability assessment]
+  E --> E2[✅ Compliance & Governance: Data quality, compliance policies & IAM]
+  E --> E3[🔒 System Hardening & Automation: Secure HPC/ML, Python/Bash automation & cost optimization]
+        ''',
+        "Leadership Management Collaboration": r'''
+graph TD
+  F[👥 Leadership & Collaboration]
+  F --> F1[🚀 Strategic & Cross–Functional Leadership: Global strategy, team coordination & vendor management]
+  F --> F2[🤝 Team Building & Agile Collaboration: Coaching, agile processes & stakeholder management]
+  F --> F3[💡 Domain Expertise & Innovation: Deep AI knowledge & product strategy]
+        ''',
+        "FullStack UI Mobile Product Development": r'''
+graph TD
+  G[📱 FullStack UI Mobile]
+  G --> G1[📱 Mobile & Web App Development: Full–stack, CI/CD & API design]
+  G --> G2[🎨 UI/UX & Frontend Integration: React, Next.js, TypeScript & intuitive design]
+  G --> G3[🔌 Backend & Cross–Platform Tools: Python/Node, cloud microservices & ML bridging]
+        ''',
+        "Specialized Domains Emerging Technologies": r'''
+graph TD
+  H[🎯 Specialized Domains]
+  H --> H1[🎥 Advanced CV & 3D Graphics: Neural rendering, reconstruction & graphics engines]
+  H --> H2[🚗 Robotics & Autonomous Systems: Autonomous vehicles, sensor fusion & path planning]
+  H --> H3[💻 HPC & Hardware Integration: GPU/SoC modeling, HPC networking & prototyping]
+  H --> H4[🔢 AI Quantization & Inference: Quantization, in–browser inference & neural sparse models]
+        ''',
+        "Community OpenSource Communication": r'''
+graph TD
+  I[📢 Community OpenSource]
+  I --> I1[📚 Technical Documentation & Demos: Code examples, demos & notebooks]
+  I --> I2[💬 Community Engagement & Collaboration: Public speaking, social media & collabs]
+        '''
+    }
+    # Render each area with its own subheader and Mermaid diagram.
+    for area, mermaid_code in mermaid_areas.items():
+        st.subheader(area)
+        render_mermaid(mermaid_code, height=300)
+    st.markdown("---")
+    st.header("Combined Overall Skill Tree Graph")
+    combined_mermaid = r'''
+graph TD
+  S[🔧 Systems Infrastructure]
+  CLO[💻 Software Cloud MLOps]
+  ML[🤖 Machine Learning AI]
+  DE[📊 Data Engineering]
+  SEC[🔒 Security & Compliance]
+  LEAD[👥 Leadership & Collaboration]
+  UI[📱 FullStack UI Mobile]
+  SPEC[🎯 Specialized Domains]
+  COMM[📢 Community OpenSource]
+  S -->|🔗 supports| CLO
+  CLO -->|🔗 powers| ML
+  ML -->|🔗 feeds| DE
+  SEC ---|🔗 secures| ML
+  SEC ---|🔗 protects| CLO
+  LEAD ---|🔗 guides| S
+  LEAD ---|🔗 leads| ML
+  UI ---|🔗 integrates with| CLO
+  UI -->|🔗 extends to| SPEC
+  SPEC ---|🔗 enhances| ML
+  LEAD ---|🔗 oversees| SEC
+  COMM ---|🔗 collaborates with| LEAD
+  COMM ---|🔗 informs| DE
+  SPEC ---|🔗 shares with| COMM
+    '''
+    # Pass height=800 for the overall graph.
+    render_mermaid(combined_mermaid, height=800)
+if __name__ == "__main__":
+    main()