Juliana Miller
"Killer"
5-3-0
VS
Ravena Oliveira
"Kenoudy"
7-3-1
What Every Model Says
XGBoost
67.7%
32.3%
Juliana Miller
LightGBM
70.4%
29.6%
Juliana Miller
Logistic (Core)
58.3%
41.7%
Juliana Miller
CatBoost
currently viewing
66.8%
33.2%
Juliana Miller
Ensemble
66.5%
33.5%
Juliana Miller
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
72%
Decision
11%
KO / TKO
17%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 28%
estimated chance this fight is finished rather than going to a decision.
Why CatBoost leans this way
Juliana Miller
Ravena Oliveira
15%
10%
10%
7%
6%
5%
5%
4%
4%
4%
3%
3%
2%
2%
← pushes toward Juliana Miller
pushes toward Ravena Oliveira →
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.
Juliana Miller
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
W
SUB
L
DEC
W
DEC
L
KO
L
DEC
Height:
170 cm
Weight:
125 lbs
Reach:
168 cm
Stance:
Orthodox
Ravena Oliveira
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
L
SUB
L
KO
L
SUB
L
DEC
Height:
165 cm
Weight:
115 lbs
Reach:
165 cm
Stance:
Orthodox