Nikita Krylov
"The Miner"
30-11-0
VS
Abdul Rakhman Yakhyaev
"Hunter"
8-0-0
What Every Model Says
XGBoost
39.0%
61.0%
Abdul Rakhman...
LightGBM
36.9%
63.1%
Abdul Rakhman...
Logistic (Core)
30.4%
69.6%
Abdul Rakhman...
CatBoost
33.0%
67.0%
Abdul Rakhman...
Ensemble
35.1%
64.9%
Abdul Rakhman...
No Age · CatBoost
37.8%
62.2%
Abdul Rakhman...
No Age · Ensemble
41.0%
59.0%
Abdul Rakhman...
No Age · LightGBM
currently viewing
37.6%
62.4%
Abdul Rakhman...
No Age · Logistic (Core)
32.9%
67.1%
Abdul Rakhman...
No Age · XGBoost
40.8%
59.2%
Abdul Rakhman...
Recency-Heavy · CatBoost
32.3%
67.7%
Abdul Rakhman...
Recency-Heavy · Ensemble
36.3%
63.7%
Abdul Rakhman...
Recency-Heavy · LightGBM
36.0%
64.0%
Abdul Rakhman...
Recency-Heavy · Logistic (Core)
30.0%
70.0%
Abdul Rakhman...
Recency-Heavy · XGBoost
40.4%
59.6%
Abdul Rakhman...
With Odds · CatBoost
43.8%
56.2%
Abdul Rakhman...
With Odds · Ensemble
52.3%
47.7%
Nikita Krylov
With Odds · LightGBM
45.1%
54.9%
Abdul Rakhman...
With Odds · Logistic (Core)
30.4%
69.6%
Abdul Rakhman...
With Odds · XGBoost
47.8%
52.2%
Abdul Rakhman...
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
28%
Decision
43%
KO / TKO
29%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 72%
estimated chance this fight is finished rather than going to a decision.
Why LightGBM leans this way
Nikita Krylov
Abdul Rakhman Yakhyaev
22%
8%
7%
4%
4%
3%
3%
3%
3%
3%
3%
3%
3%
3%
← pushes toward Nikita Krylov
pushes toward Abdul Rakhman Yakhyaev →
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.
Nikita Krylov
Win Streak
N/A
Finish Rate
40%
Avg Duration
7.3m
Last 5 fights (most recent first)
L
KO
W
KO
L
KO
L
KO
W
SUB
Height:
190 cm
Weight:
205 lbs
Reach:
196 cm
Stance:
Orthodox
Abdul Rakhman Yakhyaev
Win Streak
3
Finish Rate
100%
Avg Duration
1.2m
Last 5 fights (most recent first)
W
KO
W
SUB
W
SUB
Height:
188 cm
Weight:
205 lbs
Reach:
198 cm
Stance:
Orthodox
Head-to-Head Stats
Nikita Krylov
ADVANTAGE
Abdul Rakhman Yakhyaev
Striking Accuracy
Strikes Landed/Min
Strikes Absorbed/Min
Striking Defense
Takedown Accuracy
Takedown Defense
Knockdowns/Fight
Avg Control Time (sec)
Strikes Per Round
Head Strike %
Body Strike %
Leg Strike %
Last 5 Win Rate
Last 5 Finish Rate