ARTIFICIAL INTELLIGENCE EDUCATION INTRUDER DETECTION
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/428f065a667cb451de4f9973d8e87938.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/0b6b677355b6b0abdf2ba98c78606681.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/fbf7cd04ddf9d0e1cda67196bb4d0ab4.jpeg)
Lab -Intruder PREREQUISITEDetection KNOWLEDGE → → → → HARDWARE → → → INTRODUCTION
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/e8f68c50c30fad52d133b10f0e869151.jpeg)
MANUALLY EDITING CONNECTIONS Objectives → Editing network connections
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/e18e800677593df9e510ce821ed521c2.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/d648be3567b1d10faae8709023c1f3b1.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/8424f8f8d2ce0839ce578bf497a52905.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/9b6ef41e56019e1362a9a4259a321f75.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/07cbba5de4e19e6c177617807005660a.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/cafe7e53646db3b4d5c7075d19e92d34.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/7f519917f398d8dbbea49f81e1797702.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/064a06b6f33a5f80b4ac96f3bacc0ae2.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/cafe7e53646db3b4d5c7075d19e92d34.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/7f519917f398d8dbbea49f81e1797702.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/7f519917f398d8dbbea49f81e1797702.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/38bbffbaded02f6d608a02cca08085f1.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/6cf4e18ea66d41c3f670a5711604a086.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/c08a6f8a49f8d5ff4d8233653692b77f.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/d545c21a9982d7bec7a528ae2b4154df.jpeg)
Adding the intruder �� ��1 ��2
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/87d7c1c9ac7dd0cd2b0b0d53a837bd9b.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/cafe7e53646db3b4d5c7075d19e92d34.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/29426a3d2f0c0c2e91f6b4348c392879.jpeg)
��
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/b2dd59ceefbba45600d789f3c15beb98.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/c059a105a16faf24b536152c5693b26c.jpeg)
NEURAL BIAS Objectives → → Neural bias
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/11727ab0a6b8796d8e749ce3f21f571d.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/8c1f6589c8747f5a640c27a4120a3d18.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/833eab6a4942ade01ed49f3e004c97b0.jpeg)
+100 100 ��1 ��2
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/cafe7e53646db3b4d5c7075d19e92d34.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/7f519917f398d8dbbea49f81e1797702.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/b2dd59ceefbba45600d789f3c15beb98.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/4cf8d4eb9818440715094a9d19dd13ef.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/523e40a73e2e7e577beabd750c7921cb.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/e7d98e2717bffe2ccc800b9c4873e389.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/73156a4e24f04184b6e04021c2106e43.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/e55b79c7a141c25549ee257a716cd081.jpeg)
SETTING UP THE HIDDEN LAYER Objectives → → Intermediate layers
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/f9b458043032434940f158700315a507.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/36d7a6cfe1abd62efa6d6a047ebc9136.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/2740adec1b1702becc94d49c6a3f25f0.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/ac1e181a4db5b9f7c561b2e7ee0eedde.jpeg)
→ →
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/541712a57d2304948de30c5dd1d4f693.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/e9d0184c8252a0902aa125e6c2ae0969.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/19ea36adef5c7d6854e85823b77f6796.jpeg)
�� ��(����+��) �� �� ⟼ ���� + �� �� ��
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/b88e82e5e1d71492a5a7f942272d7d0a.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/960ac324e1a936042b1da569172c39fc.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/ae18828bae913d984a69b81a02dd0ddd.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/0de92ddb6bd3f70e511ff5c3ee8db12a.jpeg)
�� ⟼ ���� + �� → �� �� ��1(��) ��2(��) ��1(��) ��2(��) ��1 ��2 ��2 ��1 ��1(��) = 1 ��2(��)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/22c723f6a41b33bb4972f78762ff8ebb.jpeg)
→
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/c43f4605cd93200ed55da50f1e8dcdf1.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/4395454eb253d4541773154b129da056.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/cefce2b4253c5237aeee07cbe9423001.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/c77054635efe10ca31c4acaa38c04fec.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/91c65ae657ea875b89ff43a92fe0df5c.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/a550595cd04687657a8a3a180d0fa14c.jpeg)
MACHINE LEARNING Objectives → → Learning Automation
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/004278742e7af305dc22ae55bebb517b.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/cafe7e53646db3b4d5c7075d19e92d34.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/7f519917f398d8dbbea49f81e1797702.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/7f519917f398d8dbbea49f81e1797702.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/a550595cd04687657a8a3a180d0fa14c.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/b2dd59ceefbba45600d789f3c15beb98.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/25224afe0c09c3bc7af0a6be6049ad6b.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/37debf18354bed78794fb59e223b898b.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/06eeac4dbf7cde22e5fec415bf35487c.jpeg)
CONCLUSION
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/f54dbb0e06e968f639423ba6376e3746.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/1998c888efd4cba348113068246aa1ed.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/63445ac735e50cae214be1cf75218720.jpeg)
THE ALPHAI ROBOT AND SOFTWARE
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/da035f86b93957eaf7d76ecedba61636.jpeg)
![](https://assets.isu.pub/document-structure/220905075008-fe990a9adccc7bc516094ccf72e52226/v1/66a45c4e507f3baf6195a048d1729b52.jpeg)