ML4Sec

Welcome to the webpage of the Machine Learning 4 Security Challenge. Please finish the Jupyter Notebook to solve this challenge.

High Scores

Position ▼	Name	Accuracy ▼	True positive rate	True negative rate	False positive rate	False negative rate	Submitted at
1	This is a cyber security course right?	1	1	1	0	0	07/01/25 15:27:15
2	GDVis	0.99046	1	0.98878	0.01122	0	02/01/25 19:03:06
3	Nick Diam	0.98660	1	0.98425	0.01575	0	06/01/25 10:17:21
4	Marijn and John	0.98356	0.89952	0.99833	0.00167	0.10048	07/01/25 15:26:11
5	Marijn and John	0.98356	0.89952	0.99833	0.00167	0.10048	07/01/25 15:26:11
6	sudo rm -rf --no-preserve-root /	0.98295	0.89952	0.99761	0.00239	0.10048	07/01/25 21:36:49
7	Ronaldo sood mohammed	0.98264	0.90088	0.99702	0.00298	0.09912	07/01/25 17:56:57
8	Ronaldo sood mohammed	0.98264	0.90088	0.99702	0.00298	0.09912	07/01/25 17:57:13
9	Mira_Adam	0.98183	0.90020	0.99618	0.00382	0.09980	07/01/25 16:05:10
10	Mira_Adam	0.98183	0.90020	0.99618	0.00382	0.09980	07/01/25 16:05:10
11	Simon	0.98133	0.89885	0.99582	0.00418	0.10115	06/01/25 14:19:51
12	Simon	0.98133	0.89885	0.99582	0.00418	0.10115	06/01/25 14:19:51
13	Narek&Sami	0.98082	0.90224	0.99463	0.00537	0.09776	07/01/25 10:13:56
14	Narek&Sami	0.98082	0.90224	0.99463	0.00537	0.09776	07/01/25 10:13:56
15	van Soest, Lord of Abcoude	0.97990	0.89477	0.99487	0.00513	0.10523	07/01/25 11:44:23
16	van Soest, Lord of Abcoude	0.97990	0.89477	0.99487	0.00513	0.10523	07/01/25 11:44:23
17	https://imgur.com/a/3HKOzie	0.97960	0.90088	0.99344	0.00656	0.09912	07/01/25 21:54:57
18	https://imgur.com/a/3HKOzie	0.97960	0.90088	0.99344	0.00656	0.09912	07/01/25 21:54:57
19	Marcus en Betramus	0.97798	0.89885	0.99189	0.00811	0.10115	06/01/25 13:51:25
20	Marcus en Betramus	0.97798	0.89885	0.99189	0.00811	0.10115	06/01/25 13:51:25
21	the haldi got	0.97777	0.89545	0.99224	0.00776	0.10455	07/01/25 19:36:39
22	the haldi got	0.97777	0.89545	0.99224	0.00776	0.10455	07/01/25 19:36:39
23	TeamSkillIssue	0.97757	0.90292	0.99069	0.00931	0.09708	07/01/25 13:01:52
24	TeamSkillIssue	0.97757	0.90292	0.99069	0.00931	0.09708	07/01/25 13:01:52
25	team Daia	0.97645	0.90292	0.98938	0.01062	0.09708	07/01/25 21:50:11
26	team Daia	0.97645	0.90292	0.98938	0.01062	0.09708	07/01/25 21:50:16
27	Oelehhhhhhhhh	0.97574	0.90563	0.98807	0.01193	0.09437	07/01/25 21:26:39
28	Oelehhhhhhhhh	0.97574	0.90563	0.98807	0.01193	0.09437	07/01/25 21:26:39
29	None	0.97503	1	0.97064	0.02936	0	22/12/24 18:30:27
30	SantaiTurca	0.97493	0.90428	0.98735	0.01265	0.09572	07/01/25 21:23:03
31	SantaiTurca	0.97493	0.90428	0.98735	0.01265	0.09572	07/01/25 21:23:03
32	GR49	0.97341	0.90631	0.98520	0.01480	0.09369	07/01/25 05:05:12
33	GR49	0.97341	0.90631	0.98520	0.01480	0.09369	07/01/25 05:05:12
34	Matas + Conner	0.97189	0.88052	0.98795	0.01205	0.11948	07/01/25 21:16:58
35	Matas + Conner	0.97189	0.88052	0.98795	0.01205	0.11948	07/01/25 21:13:18
36	Please	0.97138	0.89341	0.98508	0.01492	0.10659	07/01/25 13:34:08
37	Weasel	0.96955	0.89952	0.98186	0.01814	0.10048	04/01/25 22:46:03
38	Weasel	0.96955	0.89952	0.98186	0.01814	0.10048	04/01/25 22:43:42
39	Polska Gurom	0.96844	0.84861	0.98950	0.01050	0.15139	07/01/25 18:23:30
40	Polska Gurom	0.96844	0.84861	0.98950	0.01050	0.15139	07/01/25 18:15:41
41	good	0.96691	0.90835	0.97721	0.02279	0.09165	07/01/25 21:57:53
42	SteDam	0.96651	0.91310	0.97589	0.02411	0.08690	07/01/25 11:04:17
43	SteDam	0.96651	0.91310	0.97589	0.02411	0.08690	07/01/25 11:04:17
44	Test	0.96641	0.82010	0.99212	0.00788	0.17990	06/01/25 19:27:30
45	WeStruggled	0.96570	0.90971	0.97554	0.02446	0.09029	06/01/25 15:27:35
46	WeStruggled	0.96570	0.90971	0.97554	0.02446	0.09029	06/01/25 15:27:35
47	18	0.96407	0.86286	0.98186	0.01814	0.13714	07/01/25 20:12:03
48	bibaIboba	0.96397	0.86490	0.98138	0.01862	0.13510	07/01/25 22:48:59
49	bibaIboba	0.96397	0.86490	0.98138	0.01862	0.13510	07/01/25 22:48:59
50	Bless	0.96336	0.91310	0.97220	0.02780	0.08690	07/01/25 15:23:59
51	Sigma boys	0.96336	0.91310	0.97220	0.02780	0.08690	07/01/25 16:33:55
52	okay	0.96336	0.91310	0.97220	0.02780	0.08690	07/01/25 17:37:39
53	SO GG	0.96306	0.84997	0.98294	0.01706	0.15003	07/01/25 21:49:50
54	SO GG	0.96306	0.84997	0.98294	0.01706	0.15003	07/01/25 21:49:50
55	joehoe	0.96285	0.91039	0.97208	0.02792	0.08961	08/01/25 14:14:52
56	joehoe	0.96285	0.91039	0.97208	0.02792	0.08961	08/01/25 14:14:52
57	Xander	0.95879	0.90360	0.96850	0.03150	0.09640	17/12/24 12:29:13
58	Isac	0.95585	0.91310	0.96337	0.03663	0.08690	07/01/25 17:37:50
59	GustaPánny	0.95352	0.79701	0.98103	0.01897	0.20299	06/01/25 20:41:56
60	GustaPánny	0.95352	0.79701	0.98103	0.01897	0.20299	06/01/25 20:41:55
61	:)	0.95281	0.78547	0.98222	0.01778	0.21453	07/01/25 16:38:17
62	:)	0.95281	0.78547	0.98222	0.01778	0.21453	07/01/25 16:38:17
63	Better Late than Never	0.94976	0.85200	0.96695	0.03305	0.14800	07/01/25 22:25:26
64	Better Late than Never	0.94976	0.85200	0.96695	0.03305	0.14800	07/01/25 22:25:27
65	<3	0.94946	0.87305	0.96289	0.03711	0.12695	07/01/25 15:45:10
66	Team Eland	0.94753	0.93007	0.95060	0.04940	0.06993	07/01/25 14:55:32
67	Team Eland	0.94753	0.93007	0.95060	0.04940	0.06993	07/01/25 14:55:32
68	pestele	0.94753	0.72030	0.98747	0.01253	0.27970	07/01/25 21:42:10
69	pestele	0.94753	0.72030	0.98747	0.01253	0.27970	07/01/25 21:42:10
70	inbetween xander and highscorename	0.94418	0.64766	0.99630	0.00370	0.35234	05/01/25 11:45:06
71	inbetween xander and highscorename	0.94418	0.64766	0.99630	0.00370	0.35234	05/01/25 11:45:06
72	JebediahMyGOAT	0.93809	0.63680	0.99105	0.00895	0.36320	05/01/25 15:59:35
73	JebediahMyGOAT	0.93809	0.63680	0.99105	0.00895	0.36320	05/01/25 16:02:16
74	ResittingIsFun	0.93779	0.58452	0.99988	0.00012	0.41548	07/01/25 18:10:58
75	BIT > TCS	0.93718	0.62118	0.99272	0.00728	0.37882	07/01/25 19:36:01
76	BIT > TCS	0.93718	0.62118	0.99272	0.00728	0.37882	07/01/25 19:36:01
77	to_the_moon	0.93606	0.64019	0.98807	0.01193	0.35981	07/01/25 20:55:18
78	heeeelp! heeeeeelp me!	0.93576	0.64902	0.98616	0.01384	0.35098	07/01/25 21:34:49
79	heeeelp! heeeeeelp me!	0.93576	0.64902	0.98616	0.01384	0.35098	07/01/25 21:34:49
80	123321	0.93261	0.64630	0.98294	0.01706	0.35370	06/01/25 23:05:04
81	123321	0.93261	0.64630	0.98294	0.01706	0.35370	06/01/25 23:05:04
82	Struggle	0.92845	0.58316	0.98914	0.01086	0.41684	07/01/25 12:49:03
83	Struggle	0.92845	0.58316	0.98914	0.01086	0.41684	07/01/25 12:49:03
84	mooiboys	0.92652	0.61032	0.98210	0.01790	0.38968	07/01/25 18:54:53
85	mooiboys	0.92652	0.61032	0.98210	0.01790	0.38968	07/01/25 18:54:54
86	Group 50	0.92642	0.52003	0.99785	0.00215	0.47997	07/01/25 19:50:11
87	Group 50	0.92642	0.52003	0.99785	0.00215	0.47997	07/01/25 19:50:11
88	hoofdpijn	0.92216	0.55465	0.98675	0.01325	0.44535	07/01/25 10:55:00
89	hoofdpijn	0.92216	0.55465	0.98675	0.01325	0.44535	07/01/25 10:55:00
90	Accuracy = 91% and FPR = 2.9%	0.91810	0.65037	0.96516	0.03484	0.34963	07/01/25 18:57:43
91	Accuracy = 91% and FPR = 2.9%	0.91810	0.65037	0.96516	0.03484	0.34963	07/01/25 18:57:43
92	HeiAlleSammen	0.91749	0.65173	0.96420	0.03580	0.34827	28/12/24 14:10:42
93	HeiAlleSammen	0.91749	0.65173	0.96420	0.03580	0.34827	28/12/24 14:10:42
94	None	0.91749	0.63408	0.96730	0.03270	0.36592	05/01/25 13:22:29
95	itshere	0.91749	0.63408	0.96730	0.03270	0.36592	05/01/25 12:22:42
96	Andreea	0.91647	0.46300	0.99618	0.00382	0.53700	07/01/25 14:32:22
97	Escalation	0.91637	0.49762	0.98998	0.01002	0.50238	05/01/25 14:42:40
98	Escalation	0.91637	0.49762	0.98998	0.01002	0.50238	05/01/25 14:44:10
99	taco team	0.91465	0.45350	0.99570	0.00430	0.54650	07/01/25 21:09:18
100	taco team	0.91465	0.45350	0.99570	0.00430	0.54650	07/01/25 21:09:18
101	None	0.91333	0.43109	0.99809	0.00191	0.56891	07/01/25 21:13:43
102	None	0.91333	0.43109	0.99809	0.00191	0.56891	07/01/25 21:13:43
103	MartmanTwan1410	0.91292	0.65105	0.95895	0.04105	0.34895	07/01/25 10:11:11
104	MartmanTwan1410	0.91292	0.65105	0.95895	0.04105	0.34895	07/01/25 10:11:12
105	patouses	0.91272	0.44535	0.99487	0.00513	0.55465	07/01/25 20:55:01
106	patouses	0.91272	0.44535	0.99487	0.00513	0.55465	07/01/25 20:55:01
107	bober	0.91272	0.45757	0.99272	0.00728	0.54243	01/01/25 12:41:03
108	bober	0.91272	0.45757	0.99272	0.00728	0.54243	01/01/25 12:35:24
109	mimimi	0.91241	0.44128	0.99523	0.00477	0.55872	28/12/24 12:56:09
110	mimimi	0.91241	0.44128	0.99523	0.00477	0.55872	28/12/24 12:56:09
111	D.K	0.91099	0.42023	0.99726	0.00274	0.57977	06/01/25 05:35:38
112	Group 57	0.91028	0.40530	0.99905	0.00095	0.59470	07/01/25 02:35:47
113	Group 57	0.91028	0.40530	0.99905	0.00095	0.59470	07/01/25 02:35:47
114	AJGM	0.90805	0.65173	0.95310	0.04690	0.34827	04/01/25 01:41:52
115	ColdPalmer	0.90673	0.39511	0.99666	0.00334	0.60489	07/01/25 20:28:55
116	ColdPalmer	0.90673	0.39511	0.99666	0.00334	0.60489	07/01/25 20:28:55
117	Rizzmas	0.90663	0.64698	0.95227	0.04773	0.35302	07/01/25 18:07:00
118	Rizzmas	0.90663	0.64698	0.95227	0.04773	0.35302	07/01/25 18:07:00
119	Splash Brothers	0.90663	0.42974	0.99045	0.00955	0.57026	07/01/25 07:59:27
120	Splash Brothers	0.90663	0.42974	0.99045	0.00955	0.57026	07/01/25 07:59:27
121	tar-valon	0.90582	0.64969	0.95084	0.04916	0.35031	07/01/25 10:44:06
122	tar-valon	0.90582	0.64969	0.95084	0.04916	0.35031	26/12/24 22:40:07
123	Milm & Niln	0.90379	0.37407	0.99690	0.00310	0.62593	05/01/25 09:57:39
124	Milm & Niln	0.90379	0.37407	0.99690	0.00310	0.62593	05/01/25 09:57:39
125	None	0.90277	0.38832	0.99320	0.00680	0.61168	07/01/25 21:58:16
126	None	0.90277	0.38832	0.99320	0.00680	0.61168	07/01/25 21:58:16
127	ilMigliore	0.90165	0.36728	0.99558	0.00442	0.63272	06/01/25 20:44:58
128	ilMigliore	0.90165	0.36728	0.99558	0.00442	0.63272	06/01/25 20:44:58
129	Tessa	0.90094	0.36796	0.99463	0.00537	0.63204	27/12/24 13:26:36
130	Tessa	0.90094	0.36796	0.99463	0.00537	0.63204	27/12/24 13:26:36
131	BestAITeamInTheNetherlands	0.90074	0.45893	0.97840	0.02160	0.54107	07/01/25 21:56:17
132	BestAITeamInTheNetherlands	0.90074	0.45893	0.97840	0.02160	0.54107	07/01/25 21:56:17
133	David the waifu maid	0.90064	0.50441	0.97029	0.02971	0.49559	17/12/24 10:04:44
134	David the waifu maid	0.90064	0.50441	0.97029	0.02971	0.49559	17/12/24 10:04:44
135	test	0.90044	0.36524	0.99451	0.00549	0.63476	07/01/25 10:18:43

University of Twente