#!/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 (LeCo)
- Security and Compliance (SeCo)
- Data Engineering (DaEn)
- Community OpenSource (CoOS)
- FullStack UI Mobile (FuMo)
- Software Cloud MLOps (SCMI)
- Machine Learning AI (MLAI)
- Systems Infrastructure (SyIn)
- Specialized Domains (SpDo)
"""
import streamlit as st
import streamlit.components.v1 as components
def render_mermaid(mermaid_code, height=500):
html_code = f"""
{mermaid_code}
"""
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 tools, dashboards and forecasting.
3. **📝 Data Governance and Quality:** Data modeling, warehousing and stakeholder communications.
## 4. 📢 Community OpenSource Communication (CoOS)
1. **📚 Technical Documentation and Demos:** Code examples, demos and technical notebooks.
2. **💬 Community Engagement and Collaboration:** Public speaking, social media engagement and collaborations.
## 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 user-centric UI 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 development, debugging and SRE practices.
2. **🤖 ML Frameworks and Automation:** Python APIs, PyTorch, Keras and distributed frameworks (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 databases.
2. **⚗️ Experimentation and Distributed Training:** Reinforcement learning, 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 systems, C/C++ integrations.
2. **⚙️ Performance and Tuning:** Cross-layer tuning, throughput modeling and load balancing.
3. **🤖 Advanced ML and Automation:** Cross-team innovation, observability and ServiceNow automation.
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 techniques, 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.
'''
# --------------------------
# Mermaid Diagrams (using graph LR)
# --------------------------
mermaid_areas = {
"1. 👥 Leadership and Collaboration (LeCo)": r'''
graph LR
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 LR
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 polici