Nina Milosevic
"Queen Beast"
8-1-0
VS
Hailey Cowan
"All Hail"
7-4-0
What Every Model Says
XGBoost
71.0%
29.0%
Nina Milosevic
LightGBM
currently viewing
71.9%
28.1%
Nina Milosevic
Logistic (Core)
67.8%
32.2%
Nina Milosevic
CatBoost
69.4%
30.6%
Nina Milosevic
Ensemble
70.8%
29.2%
Nina Milosevic
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
55%
Decision
29%
KO / TKO
17%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 45%
estimated chance this fight is finished rather than going to a decision.
Why LightGBM leans this way
Nina Milosevic
Hailey Cowan
19%
11%
10%
6%
6%
5%
4%
3%
3%
3%
3%
2%
2%
2%
← pushes toward Nina Milosevic
pushes toward Hailey Cowan →
Bars show each factor's SHAP contribution to this specific prediction — how much it pushed
the win probability toward one fighter, given everything else the model knows. Percentages
are each factor's share of the total push across the top 30 factors.
Nina Milosevic
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
W
KO
Height:
N/A cm
Weight:
135 lbs
Reach:
N/A cm
Stance:
N/A
Hailey Cowan
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
L
KO
L
KO
L
SUB
L
DEC
Height:
173 cm
Weight:
135 lbs
Reach:
170 cm
Stance:
Southpaw