Spaces:
Sleeping
Sleeping
Update app.v5.py
Browse files
app.v5.py
CHANGED
|
@@ -1,8 +1,11 @@
|
|
| 1 |
import streamlit as st
|
| 2 |
import streamlit.components.v1 as components
|
| 3 |
|
| 4 |
-
#
|
| 5 |
-
|
|
|
|
|
|
|
|
|
|
| 6 |
html_code = f"""
|
| 7 |
<html>
|
| 8 |
<head>
|
|
@@ -27,9 +30,143 @@ def render_mermaid(mermaid_code, height=500):
|
|
| 27 |
components.html(html_code, height=height)
|
| 28 |
|
| 29 |
# --------------------------
|
| 30 |
-
# Markdown Outlines
|
| 31 |
# --------------------------
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 32 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 33 |
md_combined_outline = r'''
|
| 34 |
# π Hands On ML App. Dev. with Mixture of Experts and Multiagent Skills and State of Art ML Architecture
|
| 35 |
1. **π₯ Leadership and Collaboration LeCo:** Strategic leadership and team management.
|
|
@@ -64,12 +201,12 @@ md_submodels_outline = r'''
|
|
| 64 |
2. **π¬ Community Engagement and Collaboration - Public speaking, social media and collabs**
|
| 65 |
|
| 66 |
## 5. π± FullStack UI Mobile Product Development FuMo
|
| 67 |
-
1. **π± Mobile and Web App Development - Full
|
| 68 |
2. **π¨ UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design**
|
| 69 |
3. **π Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging**
|
| 70 |
|
| 71 |
## 6. π» Software Cloud MLOps Infrastructure SCMI
|
| 72 |
-
1. **π οΈ Developer Tooling and Observability - Full
|
| 73 |
2. **οΏ½οΏ½οΏ½ ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod**
|
| 74 |
3. **π Data Pipelines and Processing - Spark, Airflow and ETL pipelines**
|
| 75 |
4. **βοΈ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration**
|
|
@@ -82,15 +219,15 @@ md_submodels_outline = r'''
|
|
| 82 |
|
| 83 |
## 8. π§ Systems Infrastructure LowLevel Engineering SyIn
|
| 84 |
1. **π§ Hardware and OS Integration - Linux, embedded, C, C++**
|
| 85 |
-
2. **βοΈ Performance and Tuning - Cross
|
| 86 |
-
3. **π€ Advanced ML and Automation - Cross
|
| 87 |
-
4. **π Distributed and HPC Deployment - Data
|
| 88 |
|
| 89 |
## 9. π― Specialized Domains Emerging Technologies SpDo
|
| 90 |
1. **π₯ Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines**
|
| 91 |
2. **π Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning**
|
| 92 |
3. **π» HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping**
|
| 93 |
-
4. **π’ AI Quantization and Inference - Quantization, in
|
| 94 |
'''
|
| 95 |
|
| 96 |
md_glossary = r'''
|
|
@@ -100,11 +237,11 @@ md_glossary = r'''
|
|
| 100 |
3. **π€ Machine Learning AI MLAI:** Techniques and architectures for developing and deploying AI models.
|
| 101 |
4. **π Data Engineering DaEn:** Methods for processing, analyzing and governing data.
|
| 102 |
5. **π Security and Compliance SeCo:** Practices ensuring system security and adherence to regulations.
|
| 103 |
-
6. **π₯ Leadership and Collaboration LeCo:** Strategies for effective team management and cross
|
| 104 |
-
7. **π± FullStack UI Mobile FuMo:** End
|
| 105 |
8. **π― Specialized Domains SpDo:** Focus areas in advanced tech such as computer vision, robotics and HPC.
|
| 106 |
-
9. **π’ Community OpenSource CoOS:** Engagement with open
|
| 107 |
-
10. **HPC:** High
|
| 108 |
11. **LLM:** Large Language Models; deep learning models for natural language processing.
|
| 109 |
12. **MLOps:** Machine Learning Operations; practices for deploying and managing ML systems.
|
| 110 |
'''
|
|
@@ -112,7 +249,7 @@ md_glossary = r'''
|
|
| 112 |
md_python_libraries = r'''
|
| 113 |
# π Python Libraries Guide
|
| 114 |
1. **π₯ TensorFlow (tensorflow) -** Deep learning library for research and production.
|
| 115 |
-
2. **π€ Huggingface Hub (huggingface_hub) -** Platform for sharing and accessing pre
|
| 116 |
3. **π Transformers (transformers) -** Library for NLP and model inference.
|
| 117 |
4. **π₯ Torch (torch) -** PyTorch library for dynamic deep learning.
|
| 118 |
5. **π Streamlit (streamlit) -** Rapidly build interactive ML web apps.
|
|
@@ -122,7 +259,7 @@ md_python_libraries = r'''
|
|
| 122 |
9. **π¬ LangChain (langchain) -** Framework for building applications with language models.
|
| 123 |
10. **π€ OpenAI (openai) -** API for accessing GPT models and AI services.
|
| 124 |
11. **π Azure MSAL (msal) -** Authentication library for Azure services.
|
| 125 |
-
12. **βοΈ Scikit
|
| 126 |
13. **π Matplotlib (matplotlib) -** Plotting library for data visualization.
|
| 127 |
14. **π Seaborn (seaborn) -** Statistical data visualization.
|
| 128 |
15. **π Plotly (plotly) -** Interactive graphing library.
|
|
@@ -137,19 +274,19 @@ md_js_libraries = r'''
|
|
| 137 |
# π» JavaScript Libraries Guide
|
| 138 |
1. **π₯ React (react) -** Library for building UI components.
|
| 139 |
2. **βοΈ Redux (redux) -** Predictable state container for JavaScript apps.
|
| 140 |
-
3. **π Node.js (node) -** JavaScript runtime for building server
|
| 141 |
4. **π» Express (express) -** Web framework for Node.js.
|
| 142 |
5. **π D3.js (d3) -** Library for dynamic, interactive data visualizations.
|
| 143 |
6. **π Chart.js (chart.js) -** Simple yet flexible charting library.
|
| 144 |
7. **π Webpack (webpack) -** Module bundler for JavaScript applications.
|
| 145 |
-
8. **βοΈ Babel (babel) -** Transpiler for next
|
| 146 |
-
9. **π Next.js (next) -** React framework for server
|
| 147 |
-
10. **π¨ Tailwind CSS (tailwindcss) -** Utility
|
| 148 |
11. **π jQuery (jquery) -** DOM manipulation library.
|
| 149 |
12. **π Lodash (lodash) -** Utility library for JavaScript.
|
| 150 |
13. **β° Moment.js (moment) -** Date library for parsing, validating and formatting dates.
|
| 151 |
-
14. **π‘ Axios (axios) -** Promise
|
| 152 |
-
15. **π¬ Socket.io (socket.io) -** Real
|
| 153 |
16. **πΌ Vue.js (vue) -** Progressive framework for building user interfaces.
|
| 154 |
17. **π
°οΈ Angular (angular) -** Platform for building mobile and desktop web applications.
|
| 155 |
18. **π₯ Ember.js (ember) -** Framework for creating ambitious web applications.
|
|
@@ -181,80 +318,8 @@ Unlock your AI mastery with our densified skill tree - from LC to SD - each node
|
|
| 181 |
'''
|
| 182 |
|
| 183 |
# --------------------------
|
| 184 |
-
# Mermaid
|
| 185 |
# --------------------------
|
| 186 |
-
# In these diagrams, the root nodes have been updated to two-letter abbreviations.
|
| 187 |
-
# All ( and ) characters have been removed from the data.
|
| 188 |
-
|
| 189 |
-
mermaid_areas = {
|
| 190 |
-
"1. π₯ Leadership and Collaboration - LeCo": r'''
|
| 191 |
-
graph LR
|
| 192 |
-
LC[π₯ Leadership and Collaboration - LeCo]
|
| 193 |
-
LC --> LeCo1a[1. π Strategic and Cross-Functional Leadership - Global strategy, team coordination and vendor management]
|
| 194 |
-
LC --> LeCo1b[2. π€ Team Building and Agile Collaboration - Coaching, agile processes and stakeholder management]
|
| 195 |
-
LC --> LeCo1c[3. π‘ Domain Expertise and Innovation - Deep AI knowledge and product strategy]
|
| 196 |
-
''',
|
| 197 |
-
"2. π Security and Compliance - SeCo": r'''
|
| 198 |
-
graph LR
|
| 199 |
-
SC[π Security and Compliance - SeCo]
|
| 200 |
-
SC --> SeCo1[1. π‘οΈ Security Operations and Incident Response - Incident management, pen testing and vulnerability assessment]
|
| 201 |
-
SC --> SeCo2[2. β
Compliance and Governance - Data quality, compliance policies and IAM]
|
| 202 |
-
SC --> SeCo3[3. π System Hardening and Automation - Secure HPC, ML, Python, Bash automation and cost optimization]
|
| 203 |
-
''',
|
| 204 |
-
"3. π Data Engineering - DaEn": r'''
|
| 205 |
-
graph LR
|
| 206 |
-
DE[π Data Engineering - DaEn]
|
| 207 |
-
DE --> DaEn1[1. π§ Data Processing and Ingestion - Multi, modal data, event handling and ETL]
|
| 208 |
-
DE --> DaEn2[2. π Analytics, Forecasting and Visualization - BI, dashboards and forecasting]
|
| 209 |
-
DE --> DaEn3[3. π Data Governance and Quality - Modeling, warehousing and stakeholder comms]
|
| 210 |
-
''',
|
| 211 |
-
"4. π’ Community OpenSource - CoOS": r'''
|
| 212 |
-
graph LR
|
| 213 |
-
CO[π’ Community OpenSource - CoOS]
|
| 214 |
-
CO --> CoOS1[1. π Technical Documentation and Demos - Code examples, demos and notebooks]
|
| 215 |
-
CO --> CoOS2[2. π¬ Community Engagement and Collaboration - Public speaking, social media and collabs]
|
| 216 |
-
''',
|
| 217 |
-
"5. π± FullStack UI Mobile - FuMo": r'''
|
| 218 |
-
graph LR
|
| 219 |
-
FM[π± FullStack UI Mobile - FuMo]
|
| 220 |
-
FM --> FuMo1[1. π± Mobile and Web App Development - Full, stack development, CI,CD and API design]
|
| 221 |
-
FM --> FuMo2[2. π¨ UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design]
|
| 222 |
-
FM --> FuMo3[3. π Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging]
|
| 223 |
-
''',
|
| 224 |
-
"6. π» Software Cloud MLOps - SCMI": r'''
|
| 225 |
-
graph LR
|
| 226 |
-
SM[π» Software Cloud MLOps - SCMI]
|
| 227 |
-
SM --> SCMI1[1. π οΈ Developer Tooling and Observability - Full, stack dev, debugging and SRE practices]
|
| 228 |
-
SM --> SCMI2[2. π€ ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod]
|
| 229 |
-
SM --> SCMI3[3. π Data Pipelines and Processing - Spark, Airflow and ETL pipelines]
|
| 230 |
-
SM --> SCMI4[4. βοΈ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration]
|
| 231 |
-
''',
|
| 232 |
-
"7. π€ Machine Learning AI - MLAI": r'''
|
| 233 |
-
graph LR
|
| 234 |
-
ML[π€ Machine Learning AI - MLAI]
|
| 235 |
-
ML --> MLAI1[1. ποΈ Large-Scale Architectures and Retrieval - Transformers, RAG and vector DBs]
|
| 236 |
-
ML --> MLAI2[2. βοΈ Experimentation and Distributed Training - RL, quantization and ablation studies]
|
| 237 |
-
ML --> MLAI3[3. π‘ Application and API Development - Agentic AI, LLM inference and microservices]
|
| 238 |
-
ML --> MLAI4[4. π Optimization and Monitoring - Performance tuning, scaling and reliability]
|
| 239 |
-
''',
|
| 240 |
-
"8. π§ Systems Infrastructure - SyIn": r'''
|
| 241 |
-
graph LR
|
| 242 |
-
SI[π§ Systems Infrastructure - SyIn]
|
| 243 |
-
SI --> SyIn1[1. π§ Hardware and OS Integration - Linux, embedded, C, C++]
|
| 244 |
-
SI --> SyIn2[2. βοΈ Performance and Tuning - Cross, layer tuning, throughput and load balancing]
|
| 245 |
-
SI --> SyIn3[3. π€ Advanced ML and Automation - Cross, team innovation, observability and ServiceNow]
|
| 246 |
-
SI --> SyIn4[4. π Distributed and HPC Deployment - Data, center HPC, ML, GPU orchestration and multi-GPU pipelines]
|
| 247 |
-
''',
|
| 248 |
-
"9. π― Specialized Domains - SpDo": r'''
|
| 249 |
-
graph LR
|
| 250 |
-
SD[π― Specialized Domains - SpDo]
|
| 251 |
-
SD --> SpDo1[1. π₯ Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines]
|
| 252 |
-
SD --> SpDo2[2. π Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning]
|
| 253 |
-
SD --> SpDo3[3. π» HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping]
|
| 254 |
-
SD --> SpDo4[4. π’ AI Quantization and Inference - Quantization, in, browser inference and neural sparse models]
|
| 255 |
-
'''
|
| 256 |
-
}
|
| 257 |
-
|
| 258 |
combined_mermaid = r'''
|
| 259 |
graph TD
|
| 260 |
LC["1. π₯ Leadership and Collaboration - LeCo"]
|
|
@@ -286,29 +351,27 @@ graph TD
|
|
| 286 |
# --------------------------
|
| 287 |
# Streamlit App Layout
|
| 288 |
# --------------------------
|
| 289 |
-
|
| 290 |
def main():
|
| 291 |
st.set_page_config(page_title="Densified Skill Tree", layout="wide")
|
|
|
|
|
|
|
| 292 |
st.markdown(md_combined_outline, unsafe_allow_html=True)
|
| 293 |
-
st.markdown(md_submodels_outline, unsafe_allow_html=True)
|
| 294 |
-
for area, mermaid_code in mermaid_areas.items():
|
| 295 |
-
st.subheader(area)
|
| 296 |
-
render_mermaid(mermaid_code, height=300)
|
| 297 |
-
render_mermaid(combined_mermaid, height=800)
|
| 298 |
|
| 299 |
-
#
|
| 300 |
-
|
|
|
|
|
|
|
|
|
|
| 301 |
|
| 302 |
-
#
|
| 303 |
-
|
| 304 |
|
| 305 |
-
#
|
|
|
|
|
|
|
| 306 |
st.markdown(md_js_libraries, unsafe_allow_html=True)
|
| 307 |
-
|
| 308 |
-
# πΌ Picture Mnemonic Outline
|
| 309 |
st.markdown(md_picture_mnemonic, unsafe_allow_html=True)
|
| 310 |
-
|
| 311 |
-
# π¦ Tweet Summary
|
| 312 |
st.markdown(md_tweet, unsafe_allow_html=True)
|
| 313 |
|
| 314 |
if __name__ == "__main__":
|
|
|
|
| 1 |
import streamlit as st
|
| 2 |
import streamlit.components.v1 as components
|
| 3 |
|
| 4 |
+
# --------------------------
|
| 5 |
+
# Mermaid Renderer Function
|
| 6 |
+
# --------------------------
|
| 7 |
+
def render_mermaid(mermaid_code, height=300):
|
| 8 |
+
"""Render a mermaid diagram using an HTML snippet in a Streamlit component."""
|
| 9 |
html_code = f"""
|
| 10 |
<html>
|
| 11 |
<head>
|
|
|
|
| 30 |
components.html(html_code, height=height)
|
| 31 |
|
| 32 |
# --------------------------
|
| 33 |
+
# Markdown Outlines for Each Area
|
| 34 |
# --------------------------
|
| 35 |
+
markdown_areas = {
|
| 36 |
+
"1. π₯ Leadership Management Collaboration LeCo": r'''
|
| 37 |
+
1. π₯ Leadership Management Collaboration LeCo
|
| 38 |
+
π Strategic and Cross-Functional Leadership - Global strategy, team coordination and vendor management
|
| 39 |
+
π€ Team Building and Agile Collaboration - Coaching, agile processes and stakeholder management
|
| 40 |
+
π‘ Domain Expertise and Innovation - Deep AI framework knowledge and product strategy
|
| 41 |
+
''',
|
| 42 |
+
"2. π Security Compliance Reliability SeCo": r'''
|
| 43 |
+
2. π Security Compliance Reliability SeCo
|
| 44 |
+
π‘οΈ Security Operations and Incident Response - Incident management, pen testing and vulnerability assessment
|
| 45 |
+
β
Compliance and Governance - Data quality, compliance policies and IAM
|
| 46 |
+
π System Hardening and Automation - Secure HPC, ML, Python, Bash automation and cost optimization
|
| 47 |
+
''',
|
| 48 |
+
"3. π Data Engineering Analytics Data Governance DaEn": r'''
|
| 49 |
+
3. π Data Engineering Analytics Data Governance DaEn
|
| 50 |
+
π§ Data Processing and Ingestion - Multi, modal data, event handling and ETL pipelines
|
| 51 |
+
π Analytics, Forecasting and Visualization - BI, dashboards and forecasting
|
| 52 |
+
π Data Governance and Quality - Modeling, warehousing and stakeholder communications
|
| 53 |
+
''',
|
| 54 |
+
"4. π’ Community OpenSource Communication CoOS": r'''
|
| 55 |
+
4. π’ Community OpenSource Communication CoOS
|
| 56 |
+
π Technical Documentation and Demos - Code examples, demos and notebooks
|
| 57 |
+
π¬ Community Engagement and Collaboration - Public speaking, social media and collaborations
|
| 58 |
+
''',
|
| 59 |
+
"5. π± FullStack UI Mobile Product Development FuMo": r'''
|
| 60 |
+
5. π± FullStack UI Mobile Product Development FuMo
|
| 61 |
+
π± Mobile and Web App Development - Full stack development, CI/CD and API design
|
| 62 |
+
π¨ UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design
|
| 63 |
+
π Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging
|
| 64 |
+
''',
|
| 65 |
+
"6. π» Software Cloud MLOps Infrastructure SCMI": r'''
|
| 66 |
+
6. π» Software Cloud MLOps Infrastructure SCMI
|
| 67 |
+
π οΈ Developer Tooling and Observability - Full stack dev, debugging and SRE practices
|
| 68 |
+
π€ ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod
|
| 69 |
+
π Data Pipelines and Processing - Spark, Airflow and ETL pipelines
|
| 70 |
+
βοΈ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration
|
| 71 |
+
''',
|
| 72 |
+
"7. π€ Machine Learning AI Model Development MLAI": r'''
|
| 73 |
+
7. π€ Machine Learning AI Model Development MLAI
|
| 74 |
+
ποΈ Large-Scale Architectures and Retrieval - Transformers, RAG and vector DBs
|
| 75 |
+
βοΈ Experimentation and Distributed Training - RL, quantization and ablation studies
|
| 76 |
+
π‘ Application and API Development - Agentic AI, LLM inference and microservices
|
| 77 |
+
π Optimization and Monitoring - Performance tuning, scaling and reliability
|
| 78 |
+
''',
|
| 79 |
+
"8. π§ Systems Infrastructure LowLevel Engineering SyIn": r'''
|
| 80 |
+
8. π§ Systems Infrastructure LowLevel Engineering SyIn
|
| 81 |
+
π§ Hardware and OS Integration - Linux, embedded, C, C++
|
| 82 |
+
βοΈ Performance and Tuning - Cross-layer tuning, throughput and load balancing
|
| 83 |
+
π€ Advanced ML and Automation - Cross-team innovation, observability and ServiceNow
|
| 84 |
+
π Distributed and HPC Deployment - Data center HPC, ML, GPU orchestration and multi-GPU pipelines
|
| 85 |
+
''',
|
| 86 |
+
"9. π― Specialized Domains Emerging Technologies SpDo": r'''
|
| 87 |
+
9. π― Specialized Domains Emerging Technologies SpDo
|
| 88 |
+
π₯ Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines
|
| 89 |
+
π Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning
|
| 90 |
+
π» HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping
|
| 91 |
+
π’ AI Quantization and Inference - Quantization, in-browser inference and neural sparse models
|
| 92 |
+
'''
|
| 93 |
+
}
|
| 94 |
|
| 95 |
+
# --------------------------
|
| 96 |
+
# Mermaid Diagrams for Each Area
|
| 97 |
+
# --------------------------
|
| 98 |
+
mermaid_areas = {
|
| 99 |
+
"1. π₯ Leadership Management Collaboration LeCo": r'''
|
| 100 |
+
graph LR
|
| 101 |
+
LC[π₯ Leadership and Collaboration - LeCo]
|
| 102 |
+
LC --> LeCo1a[1. π Strategic and Cross-Functional Leadership - Global strategy, team coordination and vendor management]
|
| 103 |
+
LC --> LeCo1b[2. π€ Team Building and Agile Collaboration - Coaching, agile processes and stakeholder management]
|
| 104 |
+
LC --> LeCo1c[3. π‘ Domain Expertise and Innovation - Deep AI knowledge and product strategy]
|
| 105 |
+
''',
|
| 106 |
+
"2. π Security Compliance Reliability SeCo": r'''
|
| 107 |
+
graph LR
|
| 108 |
+
SC[π Security and Compliance - SeCo]
|
| 109 |
+
SC --> SeCo1[1. π‘οΈ Security Operations and Incident Response - Incident management, pen testing and vulnerability assessment]
|
| 110 |
+
SC --> SeCo2[2. β
Compliance and Governance - Data quality, compliance policies and IAM]
|
| 111 |
+
SC --> SeCo3[3. π System Hardening and Automation - Secure HPC, ML, Python, Bash automation and cost optimization]
|
| 112 |
+
''',
|
| 113 |
+
"3. π Data Engineering Analytics Data Governance DaEn": r'''
|
| 114 |
+
graph LR
|
| 115 |
+
DE[π Data Engineering - DaEn]
|
| 116 |
+
DE --> DaEn1[1. π§ Data Processing and Ingestion - Multi, modal data, event handling and ETL]
|
| 117 |
+
DE --> DaEn2[2. π Analytics, Forecasting and Visualization - BI, dashboards and forecasting]
|
| 118 |
+
DE --> DaEn3[3. π Data Governance and Quality - Modeling, warehousing and stakeholder comms]
|
| 119 |
+
''',
|
| 120 |
+
"4. π’ Community OpenSource Communication CoOS": r'''
|
| 121 |
+
graph LR
|
| 122 |
+
CO[π’ Community OpenSource - CoOS]
|
| 123 |
+
CO --> CoOS1[1. π Technical Documentation and Demos - Code examples, demos and notebooks]
|
| 124 |
+
CO --> CoOS2[2. π¬ Community Engagement and Collaboration - Public speaking, social media and collabs]
|
| 125 |
+
''',
|
| 126 |
+
"5. π± FullStack UI Mobile Product Development FuMo": r'''
|
| 127 |
+
graph LR
|
| 128 |
+
FM[π± FullStack UI Mobile - FuMo]
|
| 129 |
+
FM --> FuMo1[1. π± Mobile and Web App Development - Full stack development, CI/CD and API design]
|
| 130 |
+
FM --> FuMo2[2. π¨ UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design]
|
| 131 |
+
FM --> FuMo3[3. π Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging]
|
| 132 |
+
''',
|
| 133 |
+
"6. π» Software Cloud MLOps Infrastructure SCMI": r'''
|
| 134 |
+
graph LR
|
| 135 |
+
SM[π» Software Cloud MLOps - SCMI]
|
| 136 |
+
SM --> SCMI1[1. π οΈ Developer Tooling and Observability - Full stack dev, debugging and SRE practices]
|
| 137 |
+
SM --> SCMI2[2. π€ ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod]
|
| 138 |
+
SM --> SCMI3[3. π Data Pipelines and Processing - Spark, Airflow and ETL pipelines]
|
| 139 |
+
SM --> SCMI4[4. βοΈ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration]
|
| 140 |
+
''',
|
| 141 |
+
"7. π€ Machine Learning AI Model Development MLAI": r'''
|
| 142 |
+
graph LR
|
| 143 |
+
ML[π€ Machine Learning AI - MLAI]
|
| 144 |
+
ML --> MLAI1[1. ποΈ Large-Scale Architectures and Retrieval - Transformers, RAG and vector DBs]
|
| 145 |
+
ML --> MLAI2[2. βοΈ Experimentation and Distributed Training - RL, quantization and ablation studies]
|
| 146 |
+
ML --> MLAI3[3. π‘ Application and API Development - Agentic AI, LLM inference and microservices]
|
| 147 |
+
ML --> MLAI4[4. π Optimization and Monitoring - Performance tuning, scaling and reliability]
|
| 148 |
+
''',
|
| 149 |
+
"8. π§ Systems Infrastructure LowLevel Engineering SyIn": r'''
|
| 150 |
+
graph LR
|
| 151 |
+
SI[π§ Systems Infrastructure - SyIn]
|
| 152 |
+
SI --> SyIn1[1. π§ Hardware and OS Integration - Linux, embedded, C, C++]
|
| 153 |
+
SI --> SyIn2[2. βοΈ Performance and Tuning - Cross-layer tuning, throughput and load balancing]
|
| 154 |
+
SI --> SyIn3[3. π€ Advanced ML and Automation - Cross-team innovation, observability and ServiceNow]
|
| 155 |
+
SI --> SyIn4[4. π Distributed and HPC Deployment - Data center HPC, ML, GPU orchestration and multi-GPU pipelines]
|
| 156 |
+
''',
|
| 157 |
+
"9. π― Specialized Domains Emerging Technologies SpDo": r'''
|
| 158 |
+
graph LR
|
| 159 |
+
SD[π― Specialized Domains - SpDo]
|
| 160 |
+
SD --> SpDo1[1. π₯ Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines]
|
| 161 |
+
SD --> SpDo2[2. π Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning]
|
| 162 |
+
SD --> SpDo3[3. π» HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping]
|
| 163 |
+
SD --> SpDo4[4. π’ AI Quantization and Inference - Quantization, in-browser inference and neural sparse models]
|
| 164 |
+
'''
|
| 165 |
+
}
|
| 166 |
+
|
| 167 |
+
# --------------------------
|
| 168 |
+
# Additional Markdown Sections (existing content)
|
| 169 |
+
# --------------------------
|
| 170 |
md_combined_outline = r'''
|
| 171 |
# π Hands On ML App. Dev. with Mixture of Experts and Multiagent Skills and State of Art ML Architecture
|
| 172 |
1. **π₯ Leadership and Collaboration LeCo:** Strategic leadership and team management.
|
|
|
|
| 201 |
2. **π¬ Community Engagement and Collaboration - Public speaking, social media and collabs**
|
| 202 |
|
| 203 |
## 5. π± FullStack UI Mobile Product Development FuMo
|
| 204 |
+
1. **π± Mobile and Web App Development - Full stack development, CI/CD and API design**
|
| 205 |
2. **π¨ UI, UX and Frontend Integration - React, Next.js, TypeScript and intuitive design**
|
| 206 |
3. **π Backend and Cross-Platform Tools - Python, Node, cloud microservices and ML bridging**
|
| 207 |
|
| 208 |
## 6. π» Software Cloud MLOps Infrastructure SCMI
|
| 209 |
+
1. **π οΈ Developer Tooling and Observability - Full stack dev, debugging and SRE practices**
|
| 210 |
2. **οΏ½οΏ½οΏ½ ML Frameworks and Automation - Python APIs, PyTorch, Keras and Ray, Horovod**
|
| 211 |
3. **π Data Pipelines and Processing - Spark, Airflow and ETL pipelines**
|
| 212 |
4. **βοΈ Cloud and Infrastructure Provisioning - Kubernetes, Docker, Terraform and cloud integration**
|
|
|
|
| 219 |
|
| 220 |
## 8. π§ Systems Infrastructure LowLevel Engineering SyIn
|
| 221 |
1. **π§ Hardware and OS Integration - Linux, embedded, C, C++**
|
| 222 |
+
2. **βοΈ Performance and Tuning - Cross-layer tuning, throughput and load balancing**
|
| 223 |
+
3. **π€ Advanced ML and Automation - Cross-team innovation, observability and ServiceNow**
|
| 224 |
+
4. **π Distributed and HPC Deployment - Data center HPC, ML, GPU orchestration and multi-GPU pipelines**
|
| 225 |
|
| 226 |
## 9. π― Specialized Domains Emerging Technologies SpDo
|
| 227 |
1. **π₯ Advanced CV and 3D Graphics - Neural rendering, reconstruction and graphics engines**
|
| 228 |
2. **π Robotics and Autonomous Systems - Autonomous vehicles, sensor fusion and path planning**
|
| 229 |
3. **π» HPC and Hardware Integration - GPU, SoC modeling, HPC networking and prototyping**
|
| 230 |
+
4. **π’ AI Quantization and Inference - Quantization, in-browser inference and neural sparse models**
|
| 231 |
'''
|
| 232 |
|
| 233 |
md_glossary = r'''
|
|
|
|
| 237 |
3. **π€ Machine Learning AI MLAI:** Techniques and architectures for developing and deploying AI models.
|
| 238 |
4. **π Data Engineering DaEn:** Methods for processing, analyzing and governing data.
|
| 239 |
5. **π Security and Compliance SeCo:** Practices ensuring system security and adherence to regulations.
|
| 240 |
+
6. **π₯ Leadership and Collaboration LeCo:** Strategies for effective team management and cross-functional coordination.
|
| 241 |
+
7. **π± FullStack UI Mobile FuMo:** End-to-end development of mobile and web interfaces integrating ML.
|
| 242 |
8. **π― Specialized Domains SpDo:** Focus areas in advanced tech such as computer vision, robotics and HPC.
|
| 243 |
+
9. **π’ Community OpenSource CoOS:** Engagement with open-source communities and technical education.
|
| 244 |
+
10. **HPC:** High Performance Computing; large-scale computational systems and clusters.
|
| 245 |
11. **LLM:** Large Language Models; deep learning models for natural language processing.
|
| 246 |
12. **MLOps:** Machine Learning Operations; practices for deploying and managing ML systems.
|
| 247 |
'''
|
|
|
|
| 249 |
md_python_libraries = r'''
|
| 250 |
# π Python Libraries Guide
|
| 251 |
1. **π₯ TensorFlow (tensorflow) -** Deep learning library for research and production.
|
| 252 |
+
2. **π€ Huggingface Hub (huggingface_hub) -** Platform for sharing and accessing pre-trained models.
|
| 253 |
3. **π Transformers (transformers) -** Library for NLP and model inference.
|
| 254 |
4. **π₯ Torch (torch) -** PyTorch library for dynamic deep learning.
|
| 255 |
5. **π Streamlit (streamlit) -** Rapidly build interactive ML web apps.
|
|
|
|
| 259 |
9. **π¬ LangChain (langchain) -** Framework for building applications with language models.
|
| 260 |
10. **π€ OpenAI (openai) -** API for accessing GPT models and AI services.
|
| 261 |
11. **π Azure MSAL (msal) -** Authentication library for Azure services.
|
| 262 |
+
12. **βοΈ Scikit-learn (scikit-learn) -** Machine learning tools for data mining and analysis.
|
| 263 |
13. **π Matplotlib (matplotlib) -** Plotting library for data visualization.
|
| 264 |
14. **π Seaborn (seaborn) -** Statistical data visualization.
|
| 265 |
15. **π Plotly (plotly) -** Interactive graphing library.
|
|
|
|
| 274 |
# π» JavaScript Libraries Guide
|
| 275 |
1. **π₯ React (react) -** Library for building UI components.
|
| 276 |
2. **βοΈ Redux (redux) -** Predictable state container for JavaScript apps.
|
| 277 |
+
3. **π Node.js (node) -** JavaScript runtime for building server-side applications.
|
| 278 |
4. **π» Express (express) -** Web framework for Node.js.
|
| 279 |
5. **π D3.js (d3) -** Library for dynamic, interactive data visualizations.
|
| 280 |
6. **π Chart.js (chart.js) -** Simple yet flexible charting library.
|
| 281 |
7. **π Webpack (webpack) -** Module bundler for JavaScript applications.
|
| 282 |
+
8. **βοΈ Babel (babel) -** Transpiler for next-generation JavaScript.
|
| 283 |
+
9. **π Next.js (next) -** React framework for server-side rendering.
|
| 284 |
+
10. **π¨ Tailwind CSS (tailwindcss) -** Utility-first CSS framework for rapid UI development.
|
| 285 |
11. **π jQuery (jquery) -** DOM manipulation library.
|
| 286 |
12. **π Lodash (lodash) -** Utility library for JavaScript.
|
| 287 |
13. **β° Moment.js (moment) -** Date library for parsing, validating and formatting dates.
|
| 288 |
+
14. **π‘ Axios (axios) -** Promise-based HTTP client.
|
| 289 |
+
15. **π¬ Socket.io (socket.io) -** Real-time communication library.
|
| 290 |
16. **πΌ Vue.js (vue) -** Progressive framework for building user interfaces.
|
| 291 |
17. **π
°οΈ Angular (angular) -** Platform for building mobile and desktop web applications.
|
| 292 |
18. **π₯ Ember.js (ember) -** Framework for creating ambitious web applications.
|
|
|
|
| 318 |
'''
|
| 319 |
|
| 320 |
# --------------------------
|
| 321 |
+
# Combined Mermaid Diagram (Overview)
|
| 322 |
# --------------------------
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 323 |
combined_mermaid = r'''
|
| 324 |
graph TD
|
| 325 |
LC["1. π₯ Leadership and Collaboration - LeCo"]
|
|
|
|
| 351 |
# --------------------------
|
| 352 |
# Streamlit App Layout
|
| 353 |
# --------------------------
|
|
|
|
| 354 |
def main():
|
| 355 |
st.set_page_config(page_title="Densified Skill Tree", layout="wide")
|
| 356 |
+
|
| 357 |
+
# Optionally render combined outlines and submodels if desired:
|
| 358 |
st.markdown(md_combined_outline, unsafe_allow_html=True)
|
| 359 |
+
#st.markdown(md_submodels_outline, unsafe_allow_html=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 360 |
|
| 361 |
+
# For each numbered area, display its markdown outline first, then its mermaid diagram.
|
| 362 |
+
for key in sorted(markdown_areas.keys(), key=lambda k: int(k.split('.')[0])):
|
| 363 |
+
st.markdown(markdown_areas[key], unsafe_allow_html=True)
|
| 364 |
+
if key in mermaid_areas:
|
| 365 |
+
render_mermaid(mermaid_areas[key], height=350)
|
| 366 |
|
| 367 |
+
# Render the combined mermaid diagram for an overview
|
| 368 |
+
render_mermaid(combined_mermaid, height=850)
|
| 369 |
|
| 370 |
+
# Display additional markdown sections
|
| 371 |
+
st.markdown(md_glossary, unsafe_allow_html=True)
|
| 372 |
+
st.markdown(md_python_libraries, unsafe_allow_html=True)
|
| 373 |
st.markdown(md_js_libraries, unsafe_allow_html=True)
|
|
|
|
|
|
|
| 374 |
st.markdown(md_picture_mnemonic, unsafe_allow_html=True)
|
|
|
|
|
|
|
| 375 |
st.markdown(md_tweet, unsafe_allow_html=True)
|
| 376 |
|
| 377 |
if __name__ == "__main__":
|