Definition

# Definition

---
## Definition of SovScaDesDisMaLOps

* **SovScaDesDisMaLOps** := Sovereign Scalable Data Engineering Sciences and Distributed Machine Learning Operations

- **DesDisMaL** := **D**ata Engin**e**ering Science**s** and **Dis**tributed **Ma**chine **L**earning 
    - matematics + statistics + computing + micro-economics + domain-expertise
- **SovSca_Ops** := **Sov**ereign and **Sca**lable *(Business and Digital)* **Op**eration**s**
    - law + entrepreneurship + operations
    - sovereign = being independent and free from the control of another
    - scalable = being able to grown on demand

---
## SovScaDesDisMaLOps

<figure>
<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
 "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">


<svg width="576pt" height="433pt"
 viewBox="0.00 0.00 576.00 432.89" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
<g id="graph0" class="graph" transform="scale(0.233318 0.233318) rotate(0) translate(4 1851.37)">
<polygon fill="lightgray" stroke="none" points="-4,4 -4,-1851.37 2464.73,-1851.37 2464.73,4 -4,4"/>
<text text-anchor="middle" x="1230.36" y="-14.75" font-family="Times,serif" font-size="40.00">SovScaDesDisMaLOps := Sovereign Scalable Data Engineering Sciences and Distributed Machine Learning Operations</text>

<g id="node1" class="node">
<title>Des</title>
<polygon fill="#00ff00" stroke="black" points="1511.81,-1060.76 1511.81,-1117.51 1993.56,-1117.51 1993.56,-1060.76 1511.81,-1060.76"/>
<text text-anchor="middle" x="1752.69" y="-1075.51" font-family="Times,serif" font-size="40.00">Data Engineering Sciences</text>
</g>

<g id="node11" class="node">
<title>SovScaDesDisMaLOps</title>
<polygon fill="gold" stroke="black" points="198.33,-331.39 198.33,-485.64 949.33,-485.64 949.33,-331.39 198.33,-331.39"/>
<text text-anchor="middle" x="573.83" y="-443.64" font-family="Times,serif" font-size="40.00">Sovereign Scalable </text>
<text text-anchor="middle" x="573.83" y="-394.89" font-family="Times,serif" font-size="40.00"> Data Engineering Sciences and</text>
<text text-anchor="middle" x="573.83" y="-346.14" font-family="Times,serif" font-size="40.00"> Distributed Machine Learning Operations</text>
</g>

<g id="edge10" class="edge">
<title>Des->SovScaDesDisMaLOps</title>
<path fill="none" stroke="black" d="M1702.79,-1060.32C1534.34,-963.07 982.53,-644.48 717.9,-491.7"/>
<polygon fill="black" stroke="black" points="719.94,-488.83 709.53,-486.87 716.44,-494.9 719.94,-488.83"/>
</g>

<g id="node2" class="node">
<title>DisML</title>
<polygon fill="#00cd00" stroke="black" points="1722.97,-153.25 1722.97,-258.75 2050.97,-258.75 2050.97,-153.25 1722.97,-153.25"/>
<text text-anchor="middle" x="1886.97" y="-216.75" font-family="Times,serif" font-size="40.00">Distributed </text>
<text text-anchor="middle" x="1886.97" y="-168" font-family="Times,serif" font-size="40.00">Machine Learning</text>
</g>

<g id="edge8" class="edge">
<title>DisML->Des</title>
<path fill="none" stroke="black" d="M1878.92,-258.93C1854.32,-420.72 1780.47,-906.39 1758.76,-1049.21"/>
<polygon fill="black" stroke="black" points="1755.32,-1048.52 1757.28,-1058.93 1762.24,-1049.57 1755.32,-1048.52"/>
</g>

<g id="node3" class="node">
<title>MLOps</title>
<polygon fill="#00cd00" stroke="black" points="1026.24,-355.77 1026.24,-461.27 1693.24,-461.27 1693.24,-355.77 1026.24,-355.77"/>
<text text-anchor="middle" x="1359.74" y="-419.27" font-family="Times,serif" font-size="40.00">MLOps = Machine Learning, DevOps,</text>
<text text-anchor="middle" x="1359.74" y="-370.52" font-family="Times,serif" font-size="40.00"> Data Engineering & Security</text>
</g>

<g id="edge9" class="edge">
<title>MLOps->Des</title>
<path fill="none" stroke="black" d="M1390.41,-461.64C1466.76,-593.9 1664.01,-935.53 1730.46,-1050.63"/>
<polygon fill="black" stroke="black" points="1727.32,-1052.2 1735.35,-1059.11 1733.39,-1048.7 1727.32,-1052.2"/>
</g>

<g id="edge11" class="edge">
<title>MLOps->SovScaDesDisMaLOps</title>
<path fill="none" stroke="black" d="M1025.87,-408.52C1004.42,-408.52 982.73,-408.52 961.06,-408.52"/>
<polygon fill="black" stroke="black" points="961.25,-405.02 951.25,-408.52 961.25,-412.02 961.25,-405.02"/>
</g>

<g id="node4" class="node">
<title>LawSov</title>
<polygon fill="lightblue" stroke="black" points="346.08,-1692.62 346.08,-1846.87 801.58,-1846.87 801.58,-1692.62 346.08,-1692.62"/>
<text text-anchor="middle" x="573.83" y="-1804.87" font-family="Times,serif" font-size="40.00">Laws of Capitalism,</text>
<text text-anchor="middle" x="573.83" y="-1756.12" font-family="Times,serif" font-size="40.00"> Contracts, IP,</text>
<text text-anchor="middle" x="573.83" y="-1707.37" font-family="Times,serif" font-size="40.00"> Jurisdiction, Sovereignty</text>
</g>

<g id="node10" class="node">
<title>Entrp</title>
<polygon fill="lightblue" stroke="black" points="0,-1036.38 0,-1141.88 361.75,-1141.88 361.75,-1036.38 0,-1036.38"/>
<text text-anchor="middle" x="180.87" y="-1099.88" font-family="Times,serif" font-size="40.00">Entrepreneurship,</text>
<text text-anchor="middle" x="180.87" y="-1051.13" font-family="Times,serif" font-size="40.00">Business Scalability</text>
</g>

<g id="edge2" class="edge">
<title>LawSov->Entrp</title>
<path fill="none" stroke="black" d="M529.13,-1692.34C450.6,-1556.3 289.33,-1276.98 217.17,-1152"/>
<polygon fill="black" stroke="black" points="220.3,-1150.41 212.27,-1143.5 214.24,-1153.91 220.3,-1150.41"/>
</g>

<g id="edge12" class="edge">
<title>LawSov->SovScaDesDisMaLOps</title>
<path fill="none" stroke="black" d="M573.83,-1692.17C573.83,-1456.09 573.83,-747.32 573.83,-497.14"/>
<polygon fill="black" stroke="black" points="577.33,-497.45 573.83,-487.45 570.33,-497.45 577.33,-497.45"/>
</g>

<g id="node5" class="node">
<title>ConThe</title>
<polygon fill="lightblue" stroke="black" points="1122.61,-1717 1122.61,-1822.5 1596.86,-1822.5 1596.86,-1717 1122.61,-1717"/>
<text text-anchor="middle" x="1359.74" y="-1780.5" font-family="Times,serif" font-size="40.00">microeconomics</text>
<text text-anchor="middle" x="1359.74" y="-1731.75" font-family="Times,serif" font-size="40.00"> statistical contract theory</text>
</g>

<g id="edge7" class="edge">
<title>ConThe->Des</title>
<path fill="none" stroke="black" d="M1390.41,-1716.62C1466.76,-1584.37 1664.01,-1242.73 1730.46,-1127.64"/>
<polygon fill="black" stroke="black" points="1733.39,-1129.57 1735.35,-1119.16 1727.32,-1126.07 1733.39,-1129.57"/>
</g>

<g id="edge1" class="edge">
<title>ConThe->LawSov</title>
<path fill="none" stroke="black" d="M1122.34,-1769.75C1024.44,-1769.75 911.18,-1769.75 813.09,-1769.75"/>
<polygon fill="black" stroke="black" points="813.33,-1766.25 803.33,-1769.75 813.33,-1773.25 813.33,-1766.25"/>
</g>

<g id="node6" class="node">
<title>MATHS</title>
<polygon fill="lightgreen" stroke="black" points="1973.2,-467.76 1973.2,-524.51 2218.7,-524.51 2218.7,-467.76 1973.2,-467.76"/>
<text text-anchor="middle" x="2095.95" y="-482.51" font-family="Times,serif" font-size="40.00">Mathematics</text>
</g>

<g id="edge3" class="edge">
<title>MATHS->Des</title>
<path fill="none" stroke="black" d="M2079.4,-524.74C2023.1,-622 1839.01,-940.02 1774.92,-1050.72"/>
<polygon fill="black" stroke="black" points="1772.02,-1048.75 1770.04,-1059.16 1778.08,-1052.26 1772.02,-1048.75"/>
</g>

<g id="node7" class="node">
<title>STATS</title>
<polygon fill="lightgreen" stroke="black" points="2110.52,-730.8 2110.52,-787.55 2287.02,-787.55 2287.02,-730.8 2110.52,-730.8"/>
<text text-anchor="middle" x="2198.77" y="-745.55" font-family="Times,serif" font-size="40.00">Statistics</text>
</g>

<g id="edge4" class="edge">
<title>STATS->Des</title>
<path fill="none" stroke="black" d="M2159.96,-787.88C2078.48,-848.15 1889.78,-987.73 1800.79,-1053.55"/>
<polygon fill="black" stroke="black" points="1798.9,-1050.6 1792.94,-1059.36 1803.06,-1056.23 1798.9,-1050.6"/>
</g>

<g id="node8" class="node">
<title>COMPT</title>
<polygon fill="lightgreen" stroke="black" points="2038.85,-1065.88 2038.85,-1171.38 2444.85,-1171.38 2444.85,-1065.88 2038.85,-1065.88"/>
<text text-anchor="middle" x="2241.85" y="-1129.38" font-family="Times,serif" font-size="40.00">Computing and </text>
<text text-anchor="middle" x="2241.85" y="-1080.63" font-family="Times,serif" font-size="40.00"> Software Engineering</text>
</g>

<g id="edge5" class="edge">
<title>COMPT->Des</title>
<path fill="none" stroke="black" d="M2038.65,-1106.38C2027.53,-1105.71 2016.29,-1105.03 2005.02,-1104.35"/>
<polygon fill="black" stroke="black" points="2005.46,-1100.87 1995.27,-1103.76 2005.04,-1107.86 2005.46,-1100.87"/>
</g>

<g id="node9" class="node">
<title>DOMEX</title>
<polygon fill="cyan" stroke="black" points="1625.73,-1720.43 1625.73,-1825.93 2460.73,-1825.93 2460.73,-1720.43 1625.73,-1720.43"/>
<text text-anchor="middle" x="2043.23" y="-1783.93" font-family="Times,serif" font-size="40.00">Domain Expertise</text>
<text text-anchor="middle" x="2043.23" y="-1735.18" font-family="Times,serif" font-size="40.00"> (in Science, Engineering, Art, Humanities, etc.)</text>
</g>

<g id="edge6" class="edge">
<title>DOMEX->Des</title>
<path fill="none" stroke="black" d="M2020.67,-1720.08C1964.36,-1587.49 1818.58,-1244.27 1769.27,-1128.18"/>
<polygon fill="black" stroke="black" points="1772.53,-1126.89 1765.4,-1119.06 1766.09,-1129.63 1772.53,-1126.89"/>
</g>

<g id="edge13" class="edge">
<title>Entrp->SovScaDesDisMaLOps</title>
<path fill="none" stroke="black" d="M211.55,-1036.01C279.04,-919.11 440.98,-638.62 523.56,-495.58"/>
<polygon fill="black" stroke="black" points="526.4,-497.67 528.37,-487.26 520.34,-494.17 526.4,-497.67"/>
</g>
</g>
</svg>
</figure>

---
## Reference Books

![RefBooks](./images/REFbooks.jpeg)

See [LI post](https://www.linkedin.com/posts/raazesh-sainudiin_law-datascience-law-activity-7344402289090093057-Bz7i) for context.