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
81	The Amazing Stroopwafels	0.91363	0.42838	0.99893	0.00107	0.57162	31/12/25 12:18:25
80	The Amazing Stroopwafels	0.91363	0.42838	0.99893	0.00107	0.57162	31/12/25 12:18:25
57	Joe	0.93119	0.55193	0.99785	0.00215	0.44807	30/12/25 21:12:05
56	Joe	0.93119	0.55193	0.99785	0.00215	0.44807	30/12/25 21:12:05
46	HELL YEAH	0.95199	0.91446	0.95859	0.04141	0.08554	27/12/25 15:27:39
45	HELL YEAH	0.95199	0.91446	0.95859	0.04141	0.08554	27/12/25 15:25:37
102	I want this to be over	0.90582	0.64969	0.95084	0.04916	0.35031	24/12/25 13:47:57
93	Redwood&Birch	0.91028	0.65173	0.95573	0.04427	0.34827	22/12/25 18:48:50
94	Redwood&Birch	0.91028	0.65173	0.95573	0.04427	0.34827	22/12/25 18:48:50
2	EVALUTgg	0.99482	1	0.99391	0.00609	0	19/12/25 19:02:34
1	EVALUTgg	0.99482	1	0.99391	0.00609	0	19/12/25 19:02:34
116	MREOEW NYA :33	0.90226	0.39783	0.99093	0.00907	0.60217	18/12/25 17:03:58
117	MREOEW NYA :33	0.90226	0.39783	0.99093	0.00907	0.60217	18/12/25 17:03:58
119	Boack	0.90165	0.35370	0.99797	0.00203	0.64630	18/12/25 14:09:02
118	Boack	0.90165	0.35370	0.99797	0.00203	0.64630	18/12/25 14:09:02
99	lalaEduardo	0.90683	0.39104	0.99749	0.00251	0.60896	18/12/25 11:40:50
100	lalaEduardo	0.90683	0.39104	0.99749	0.00251	0.60896	18/12/25 11:40:50
44	MandP	0.95717	0.75356	0.99296	0.00704	0.24644	18/12/25 11:02:55
43	MandP	0.95717	0.75356	0.99296	0.00704	0.24644	18/12/25 11:02:55
4	Shook 1s	0.99269	0.99117	0.99296	0.00704	0.00883	18/12/25 10:05:37
3	Shook 1s	0.99269	0.99117	0.99296	0.00704	0.00883	18/12/25 10:05:36
87	Malakas	0.91272	0.64834	0.95919	0.04081	0.35166	16/12/25 15:59:24
86	Malakas	0.91272	0.64834	0.95919	0.04081	0.35166	16/12/25 15:59:24
12	<script>alert(1);</script>	0.97970	0.90224	0.99332	0.00668	0.09776	16/12/25 15:02:44
11	<script>alert(1);</script>	0.97970	0.90224	0.99332	0.00668	0.09776	16/12/25 15:02:44
58	nush	0.93088	0.65105	0.98007	0.01993	0.34895	15/12/25 20:40:43
59	nush	0.93088	0.65105	0.98007	0.01993	0.34895	15/12/25 20:40:43
10	HellimTeam	0.98062	0.90020	0.99475	0.00525	0.09980	11/12/25 16:11:38
9	HellimTeam	0.98062	0.90020	0.99475	0.00525	0.09980	11/12/25 16:11:38
88	Tottiri	0.91170	0.67889	0.95263	0.04737	0.32111	06/01/26 20:24:50
24	what's a deadline anyway?	0.97402	0.89341	0.98819	0.01181	0.10659	06/01/26 12:09:10
23	what's a deadline anyway?	0.97402	0.89341	0.98819	0.01181	0.10659	06/01/26 12:09:10
105	None	0.90511	0.45010	0.98508	0.01492	0.54990	06/01/26 01:15:27
104	None	0.90511	0.45010	0.98508	0.01492	0.54990	06/01/26 01:15:27
19	argyScore2	0.97564	0.90020	0.98890	0.01110	0.09980	05/01/26 22:56:01
20	argyScore2	0.97564	0.90020	0.98890	0.01110	0.09980	05/01/26 22:56:01
5	Atlas	0.99046	1	0.98878	0.01122	0	05/01/26 22:43:42
6	Atlas	0.99046	1	0.98878	0.01122	0	05/01/26 22:43:42
60	Omar & Martin	0.92896	0.80244	0.95119	0.04881	0.19756	05/01/26 21:26:19
61	Omar & Martin	0.92896	0.80244	0.95119	0.04881	0.19756	05/01/26 21:23:33
84	Group-89	0.91282	0.57434	0.97232	0.02768	0.42566	05/01/26 20:31:27
85	Group-89	0.91282	0.57434	0.97232	0.02768	0.42566	05/01/26 20:29:36
13	ananas	0.97869	0.89613	0.99320	0.00680	0.10387	05/01/26 20:15:42
14	ananas	0.97869	0.89613	0.99320	0.00680	0.10387	05/01/26 20:15:42
27	It dont matter	0.97036	1	0.96516	0.03484	0	05/01/26 20:00:11
28	It dont matter	0.97036	1	0.96516	0.03484	0	05/01/26 20:00:11
30	madness	0.97026	0.88934	0.98449	0.01551	0.11066	05/01/26 19:58:26
29	madness	0.97026	0.88934	0.98449	0.01551	0.11066	05/01/26 19:54:25
47	Kalin	0.95179	0.69179	0.99749	0.00251	0.30821	05/01/26 19:08:06
48	Uncapable 67	0.94682	0.92261	0.95107	0.04893	0.07739	05/01/26 19:06:53
49	Uncapable 67	0.94682	0.92261	0.95107	0.04893	0.07739	05/01/26 19:06:53
17	Test	0.97737	0.89613	0.99165	0.00835	0.10387	05/01/26 18:45:14
18	Test	0.97737	0.89613	0.99165	0.00835	0.10387	05/01/26 18:45:14
34	Player One	0.96509	0.91174	0.97446	0.02554	0.08826	05/01/26 17:35:17
33	Player One	0.96509	0.91174	0.97446	0.02554	0.08826	05/01/26 17:33:56
16	edvins	0.97798	0.90088	0.99153	0.00847	0.09912	05/01/26 17:31:27
39	So Long And Thanks For All The Packets	0.96062	0.91378	0.96885	0.03115	0.08622	05/01/26 17:27:10
40	So Long And Thanks For All The Packets	0.96062	0.91378	0.96885	0.03115	0.08622	05/01/26 17:27:10
15	edvins	0.97798	0.90088	0.99153	0.00847	0.09912	05/01/26 17:26:46
53	Name	0.94550	0.90903	0.95191	0.04809	0.09097	05/01/26 17:05:25
52	Name	0.94550	0.90903	0.95191	0.04809	0.09097	05/01/26 17:05:25
26	Tim's Red Hot Repair shop	0.97392	0.90292	0.98640	0.01360	0.09708	05/01/26 17:00:30
25	Tim's Red Hot Repair shop	0.97392	0.90360	0.98628	0.01372	0.09640	05/01/26 16:54:00
113	nicos	0.90379	0.62254	0.95322	0.04678	0.37746	05/01/26 16:44:47
112	nicos	0.90379	0.62254	0.95322	0.04678	0.37746	05/01/26 16:44:47
126	Dj Kofti Mix	0.90084	0.41412	0.98640	0.01360	0.58588	05/01/26 16:22:08
127	Dj Kofti Mix	0.90084	0.41412	0.98640	0.01360	0.58588	05/01/26 16:22:08
110	Trying	0.90409	0.64155	0.95024	0.04976	0.35845	05/01/26 16:09:36
111	Trying	0.90409	0.64155	0.95024	0.04976	0.35845	05/01/26 16:06:07
74	hallelujah	0.91769	0.51324	0.98878	0.01122	0.48676	05/01/26 16:04:50
75	hallelujah	0.91769	0.51324	0.98878	0.01122	0.48676	05/01/26 16:04:50
103	ur mom	0.90582	0.53157	0.97160	0.02840	0.46843	05/01/26 16:04:14
101	ur mom	0.90582	0.53157	0.97160	0.02840	0.46843	05/01/26 16:04:14
109	Team BAGGER	0.90511	0.60896	0.95716	0.04284	0.39104	05/01/26 15:52:01
108	Team BAGGER	0.90511	0.60896	0.95716	0.04284	0.39104	05/01/26 15:50:47
98	Shark Big	0.90703	0.39308	0.99737	0.00263	0.60692	05/01/26 15:45:21
97	Shark Big	0.90703	0.39308	0.99737	0.00263	0.60692	05/01/26 15:45:21
51	Ferdaval	0.94601	0.91989	0.95060	0.04940	0.08011	05/01/26 15:26:19
50	Ferdaval	0.94601	0.91989	0.95060	0.04940	0.08011	05/01/26 15:26:19
131	tradi	0.90044	0.48540	0.97339	0.02661	0.51460	05/01/26 15:26:08
132	tradi	0.90044	0.48540	0.97339	0.02661	0.51460	05/01/26 15:26:07
35	Towertje & Marie	0.96367	0.78547	0.99499	0.00501	0.21453	05/01/26 15:13:16
36	Towertje & Marie	0.96367	0.80312	0.99189	0.00811	0.19688	05/01/26 15:12:33
128	Finally?	0.90084	0.44603	0.98079	0.01921	0.55397	05/01/26 15:07:35
129	Finally?	0.90084	0.44603	0.98079	0.01921	0.55397	05/01/26 15:07:35
31	Dinesh & Rik The Goats	0.96539	0.88119	0.98019	0.01981	0.11881	05/01/26 15:07:04
32	Dinesh & Rik The Goats	0.96539	0.88119	0.98019	0.01981	0.11881	05/01/26 15:07:04
114	Niels	0.90308	0.36999	0.99678	0.00322	0.63001	05/01/26 14:17:34
115	Niels	0.90308	0.36999	0.99678	0.00322	0.63001	05/01/26 14:17:34
79	Ducktape solutions	0.91475	0.58859	0.97208	0.02792	0.41141	05/01/26 13:59:26
78	Ducktape solutions	0.91475	0.58859	0.97208	0.02792	0.41141	05/01/26 13:59:26
123	777	0.90105	0.35370	0.99726	0.00274	0.64630	05/01/26 13:10:31
122	777	0.90105	0.35370	0.99726	0.00274	0.64630	05/01/26 13:10:31
21	NiNo	0.97453	0.90563	0.98663	0.01337	0.09437	05/01/26 12:52:11
22	NiNo	0.97453	0.90563	0.98663	0.01337	0.09437	05/01/26 12:52:11
89	the most beatiful exercise	0.91160	0.41819	0.99833	0.00167	0.58181	05/01/26 11:37:20
90	the most beatiful exercise	0.91160	0.41819	0.99833	0.00167	0.58181	05/01/26 11:37:20
8	Blingle	0.98244	0.90020	0.99690	0.00310	0.09980	05/01/26 11:29:26
7	Blingle	0.98244	0.90020	0.99690	0.00310	0.09980	05/01/26 11:29:26
55	L	0.93850	0.59470	0.99893	0.00107	0.40530	05/01/26 04:14:53
54	L	0.93850	0.59470	0.99893	0.00107	0.40530	05/01/26 04:10:35
42	Left pinky toe	0.95910	0.90156	0.96921	0.03079	0.09844	04/01/26 23:34:03
41	Left pinky toe	0.95910	0.90156	0.96921	0.03079	0.09844	04/01/26 23:13:35
95	Strife	0.90856	0.54379	0.97267	0.02733	0.45621	04/01/26 23:09:17
96	Strife	0.90856	0.54379	0.97267	0.02733	0.45621	04/01/26 23:09:17
82	Group_12	0.91302	0.65377	0.95859	0.04141	0.34623	04/01/26 22:55:48
83	Group_12	0.91302	0.65377	0.95859	0.04141	0.34623	04/01/26 22:55:48
130	MeBo	0.90084	0.51460	0.96874	0.03126	0.48540	04/01/26 22:23:23
124	MeBo	0.90084	0.51460	0.96874	0.03126	0.48540	04/01/26 22:22:01
125	MeBo	0.90084	0.51460	0.96874	0.03126	0.48540	04/01/26 22:21:19
65	Simay	0.92195	0.57841	0.98234	0.01766	0.42159	04/01/26 22:19:43
64	Simay	0.92195	0.57841	0.98234	0.01766	0.42159	04/01/26 22:19:43
91	XxX_69M4st3rHax0r420_XxX	0.91130	0.45757	0.99105	0.00895	0.54243	04/01/26 20:47:23
92	XxX_69M4st3rHax0r420_XxX	0.91130	0.45757	0.99105	0.00895	0.54243	04/01/26 20:47:23
37	Meow	0.96235	0.79430	0.99189	0.00811	0.20570	04/01/26 19:47:58
38	Cow	0.96235	0.79430	0.99189	0.00811	0.20570	04/01/26 19:47:46
68	bruteforce is the best force 2	0.91870	0.57637	0.97888	0.02112	0.42363	04/01/26 16:39:25
69	bruteforce is the best force 2	0.91870	0.57637	0.97888	0.02112	0.42363	04/01/26 16:39:25
73	Sha-boom67891011	0.91779	0.45961	0.99833	0.00167	0.54039	04/01/26 16:30:45
72	Sha-boom67891011	0.91779	0.45961	0.99833	0.00167	0.54039	04/01/26 16:30:45
77	Tom van Afsluitdijk	0.91596	0.64969	0.96277	0.03723	0.35031	04/01/26 15:56:29
76	Tom van Afsluitdijk	0.91596	0.64969	0.96277	0.03723	0.35031	04/01/26 15:56:29
67	swag	0.92175	0.64969	0.96957	0.03043	0.35031	04/01/26 13:08:56
66	swag	0.92175	0.64969	0.96957	0.03043	0.35031	04/01/26 13:08:56
107	BarcelonaFC	0.90511	0.45010	0.98508	0.01492	0.54990	04/01/26 12:16:57
106	BarcelonaFC	0.90511	0.45010	0.98508	0.01492	0.54990	04/01/26 12:16:57
120	?	0.90155	0.50305	0.97160	0.02840	0.49695	04/01/26 11:02:55
121	?	0.90155	0.50305	0.97160	0.02840	0.49695	04/01/26 11:02:55
71	Ilgara & Rauf	0.91779	0.51392	0.98878	0.01122	0.48608	03/01/26 11:16:05
70	Ilgara & Rauf	0.91779	0.51392	0.98878	0.01122	0.48608	03/01/26 11:16:05
63	Ruuan	0.92520	0.69993	0.96480	0.03520	0.30007	02/01/26 11:39:00
62	Ruuan	0.92520	0.69993	0.96480	0.03520	0.30007	02/01/26 11:39:00

University of Twente