diff --git a/Pipfile b/Pipfile
index 3ae26aab497552fe7700131f6fc62d922717312b..d4f090447789f27ea1fa7ca58e46fbaa38cb6542 100644
--- a/Pipfile
+++ b/Pipfile
@@ -12,10 +12,11 @@ pycodestyle = "==2.10.0"
 sqlparse = "==0.4.3"
 tomli = "==2.0.1"
 django-session-timeout = "==0.1.0"
-numpy = "==1.21.5"
+numpy = "==1.23.5"
 seaborn = "==0.11.2"
 mpld3 = "==0.5.5"
 matplotlib = "==3.5.1"
+tensorflow = "==2.16.1"
 
 [dev-packages]
 
diff --git a/Pipfile.lock b/Pipfile.lock
index c25f36710a5a8aed6bae893cd8b4f3832435dcbb..24822058b55d56375d8089f6ba1c00d537473ffd 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "2dbc43ec2b5fd082b56491c997268e866bff515ae9d153e2d76f1d075171e0a1"
+            "sha256": "7b2b286a2c56602e1372588c0d59f6bfcf103424de699f074f8185134b084b52"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,6 +16,14 @@
         ]
     },
     "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308",
+                "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.1.0"
+        },
         "asgiref": {
             "hashes": [
                 "sha256:1d2880b792ae8757289136f1db2b7b99100ce959b2aa57fd69dab783d05afac4",
@@ -25,6 +33,13 @@
             "markers": "python_version >= '3.7'",
             "version": "==3.5.2"
         },
+        "astunparse": {
+            "hashes": [
+                "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872",
+                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
+            ],
+            "version": "==1.6.3"
+        },
         "autopep8": {
             "hashes": [
                 "sha256:8b1659c7f003e693199f52caffdc06585bb0716900bbc6a7442fd931d658c077",
@@ -33,6 +48,110 @@
             "index": "pypi",
             "version": "==2.0.0"
         },
+        "certifi": {
+            "hashes": [
+                "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f",
+                "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2024.2.2"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027",
+                "sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087",
+                "sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786",
+                "sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8",
+                "sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09",
+                "sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185",
+                "sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574",
+                "sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e",
+                "sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519",
+                "sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898",
+                "sha256:22afcb9f253dac0696b5a4be4a1c0f8762f8239e21b99680099abd9b2b1b2269",
+                "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3",
+                "sha256:2e81c7b9c8979ce92ed306c249d46894776a909505d8f5a4ba55b14206e3222f",
+                "sha256:3287761bc4ee9e33561a7e058c72ac0938c4f57fe49a09eae428fd88aafe7bb6",
+                "sha256:34d1c8da1e78d2e001f363791c98a272bb734000fcef47a491c1e3b0505657a8",
+                "sha256:37e55c8e51c236f95b033f6fb391d7d7970ba5fe7ff453dad675e88cf303377a",
+                "sha256:3d47fa203a7bd9c5b6cee4736ee84ca03b8ef23193c0d1ca99b5089f72645c73",
+                "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc",
+                "sha256:42cb296636fcc8b0644486d15c12376cb9fa75443e00fb25de0b8602e64c1714",
+                "sha256:45485e01ff4d3630ec0d9617310448a8702f70e9c01906b0d0118bdf9d124cf2",
+                "sha256:4a78b2b446bd7c934f5dcedc588903fb2f5eec172f3d29e52a9096a43722adfc",
+                "sha256:4ab2fe47fae9e0f9dee8c04187ce5d09f48eabe611be8259444906793ab7cbce",
+                "sha256:4d0d1650369165a14e14e1e47b372cfcb31d6ab44e6e33cb2d4e57265290044d",
+                "sha256:549a3a73da901d5bc3ce8d24e0600d1fa85524c10287f6004fbab87672bf3e1e",
+                "sha256:55086ee1064215781fff39a1af09518bc9255b50d6333f2e4c74ca09fac6a8f6",
+                "sha256:572c3763a264ba47b3cf708a44ce965d98555f618ca42c926a9c1616d8f34269",
+                "sha256:573f6eac48f4769d667c4442081b1794f52919e7edada77495aaed9236d13a96",
+                "sha256:5b4c145409bef602a690e7cfad0a15a55c13320ff7a3ad7ca59c13bb8ba4d45d",
+                "sha256:6463effa3186ea09411d50efc7d85360b38d5f09b870c48e4600f63af490e56a",
+                "sha256:65f6f63034100ead094b8744b3b97965785388f308a64cf8d7c34f2f2e5be0c4",
+                "sha256:663946639d296df6a2bb2aa51b60a2454ca1cb29835324c640dafb5ff2131a77",
+                "sha256:6897af51655e3691ff853668779c7bad41579facacf5fd7253b0133308cf000d",
+                "sha256:68d1f8a9e9e37c1223b656399be5d6b448dea850bed7d0f87a8311f1ff3dabb0",
+                "sha256:6ac7ffc7ad6d040517be39eb591cac5ff87416c2537df6ba3cba3bae290c0fed",
+                "sha256:6b3251890fff30ee142c44144871185dbe13b11bab478a88887a639655be1068",
+                "sha256:6c4caeef8fa63d06bd437cd4bdcf3ffefe6738fb1b25951440d80dc7df8c03ac",
+                "sha256:6ef1d82a3af9d3eecdba2321dc1b3c238245d890843e040e41e470ffa64c3e25",
+                "sha256:753f10e867343b4511128c6ed8c82f7bec3bd026875576dfd88483c5c73b2fd8",
+                "sha256:7cd13a2e3ddeed6913a65e66e94b51d80a041145a026c27e6bb76c31a853c6ab",
+                "sha256:7ed9e526742851e8d5cc9e6cf41427dfc6068d4f5a3bb03659444b4cabf6bc26",
+                "sha256:7f04c839ed0b6b98b1a7501a002144b76c18fb1c1850c8b98d458ac269e26ed2",
+                "sha256:802fe99cca7457642125a8a88a084cef28ff0cf9407060f7b93dca5aa25480db",
+                "sha256:80402cd6ee291dcb72644d6eac93785fe2c8b9cb30893c1af5b8fdd753b9d40f",
+                "sha256:8465322196c8b4d7ab6d1e049e4c5cb460d0394da4a27d23cc242fbf0034b6b5",
+                "sha256:86216b5cee4b06df986d214f664305142d9c76df9b6512be2738aa72a2048f99",
+                "sha256:87d1351268731db79e0f8e745d92493ee2841c974128ef629dc518b937d9194c",
+                "sha256:8bdb58ff7ba23002a4c5808d608e4e6c687175724f54a5dade5fa8c67b604e4d",
+                "sha256:8c622a5fe39a48f78944a87d4fb8a53ee07344641b0562c540d840748571b811",
+                "sha256:8d756e44e94489e49571086ef83b2bb8ce311e730092d2c34ca8f7d925cb20aa",
+                "sha256:8f4a014bc36d3c57402e2977dada34f9c12300af536839dc38c0beab8878f38a",
+                "sha256:9063e24fdb1e498ab71cb7419e24622516c4a04476b17a2dab57e8baa30d6e03",
+                "sha256:90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b",
+                "sha256:923c0c831b7cfcb071580d3f46c4baf50f174be571576556269530f4bbd79d04",
+                "sha256:95f2a5796329323b8f0512e09dbb7a1860c46a39da62ecb2324f116fa8fdc85c",
+                "sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001",
+                "sha256:9f96df6923e21816da7e0ad3fd47dd8f94b2a5ce594e00677c0013018b813458",
+                "sha256:a10af20b82360ab00827f916a6058451b723b4e65030c5a18577c8b2de5b3389",
+                "sha256:a50aebfa173e157099939b17f18600f72f84eed3049e743b68ad15bd69b6bf99",
+                "sha256:a981a536974bbc7a512cf44ed14938cf01030a99e9b3a06dd59578882f06f985",
+                "sha256:a9a8e9031d613fd2009c182b69c7b2c1ef8239a0efb1df3f7c8da66d5dd3d537",
+                "sha256:ae5f4161f18c61806f411a13b0310bea87f987c7d2ecdbdaad0e94eb2e404238",
+                "sha256:aed38f6e4fb3f5d6bf81bfa990a07806be9d83cf7bacef998ab1a9bd660a581f",
+                "sha256:b01b88d45a6fcb69667cd6d2f7a9aeb4bf53760d7fc536bf679ec94fe9f3ff3d",
+                "sha256:b261ccdec7821281dade748d088bb6e9b69e6d15b30652b74cbbac25e280b796",
+                "sha256:b2b0a0c0517616b6869869f8c581d4eb2dd83a4d79e0ebcb7d373ef9956aeb0a",
+                "sha256:b4a23f61ce87adf89be746c8a8974fe1c823c891d8f86eb218bb957c924bb143",
+                "sha256:bd8f7df7d12c2db9fab40bdd87a7c09b1530128315d047a086fa3ae3435cb3a8",
+                "sha256:beb58fe5cdb101e3a055192ac291b7a21e3b7ef4f67fa1d74e331a7f2124341c",
+                "sha256:c002b4ffc0be611f0d9da932eb0f704fe2602a9a949d1f738e4c34c75b0863d5",
+                "sha256:c083af607d2515612056a31f0a8d9e0fcb5876b7bfc0abad3ecd275bc4ebc2d5",
+                "sha256:c180f51afb394e165eafe4ac2936a14bee3eb10debc9d9e4db8958fe36afe711",
+                "sha256:c235ebd9baae02f1b77bcea61bce332cb4331dc3617d254df3323aa01ab47bd4",
+                "sha256:cd70574b12bb8a4d2aaa0094515df2463cb429d8536cfb6c7ce983246983e5a6",
+                "sha256:d0eccceffcb53201b5bfebb52600a5fb483a20b61da9dbc885f8b103cbe7598c",
+                "sha256:d965bba47ddeec8cd560687584e88cf699fd28f192ceb452d1d7ee807c5597b7",
+                "sha256:db364eca23f876da6f9e16c9da0df51aa4f104a972735574842618b8c6d999d4",
+                "sha256:ddbb2551d7e0102e7252db79ba445cdab71b26640817ab1e3e3648dad515003b",
+                "sha256:deb6be0ac38ece9ba87dea880e438f25ca3eddfac8b002a2ec3d9183a454e8ae",
+                "sha256:e06ed3eb3218bc64786f7db41917d4e686cc4856944f53d5bdf83a6884432e12",
+                "sha256:e27ad930a842b4c5eb8ac0016b0a54f5aebbe679340c26101df33424142c143c",
+                "sha256:e537484df0d8f426ce2afb2d0f8e1c3d0b114b83f8850e5f2fbea0e797bd82ae",
+                "sha256:eb00ed941194665c332bf8e078baf037d6c35d7c4f3102ea2d4f16ca94a26dc8",
+                "sha256:eb6904c354526e758fda7167b33005998fb68c46fbc10e013ca97f21ca5c8887",
+                "sha256:eb8821e09e916165e160797a6c17edda0679379a4be5c716c260e836e122f54b",
+                "sha256:efcb3f6676480691518c177e3b465bcddf57cea040302f9f4e6e191af91174d4",
+                "sha256:f27273b60488abe721a075bcca6d7f3964f9f6f067c8c4c605743023d7d3944f",
+                "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5",
+                "sha256:fb69256e180cb6c8a894fee62b3afebae785babc1ee98b81cdf68bbca1987f33",
+                "sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519",
+                "sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561"
+            ],
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==3.3.2"
+        },
         "cycler": {
             "hashes": [
                 "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30",
@@ -58,53 +177,163 @@
             "index": "pypi",
             "version": "==0.1.0"
         },
+        "flatbuffers": {
+            "hashes": [
+                "sha256:8dbdec58f935f3765e4f7f3cf635ac3a77f83568138d6a2311f524ec96364812",
+                "sha256:de2ec5b203f21441716617f38443e0a8ebf3d25bf0d9c0bb0ce68fa00ad546a4"
+            ],
+            "version": "==24.3.25"
+        },
         "fonttools": {
             "hashes": [
-                "sha256:0743fd2191ad7ab43d78cd747215b12033ddee24fa1e088605a3efe80d6984de",
-                "sha256:074841375e2e3d559aecc86e1224caf78e8b8417bb391e7d2506412538f21adc",
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-                "sha256:2c673ab40d15a442a4e6eb09bf007c1dda47c84ac1e2eecbdf359adacb799c24",
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-                "sha256:d40fc98540fa5360e7ecf2c56ddf3c6e7dd04929543618fd7b5cc76e66390562",
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-                "sha256:e9623afa319405da33b43c85cceb0585a6f5d3a1d7c604daf4f7e1dd55c03d1f",
-                "sha256:effd303fb422f8ce06543a36ca69148471144c534cc25f30e5be752bc4f46736",
-                "sha256:f77e048f805e00870659d6318fd89ef28ca4ee16a22b4c5e1905b735495fc422",
-                "sha256:f849bd3c5c2249b49c98eca5aaebb920d2bfd92b3c69e84ca9bddf133e9f83f0",
-                "sha256:fa5cf61058c7dbb104c2ac4e782bf1b2016a8cf2f69de6e4dd6a865d2c969bb5"
+                "sha256:0118ef998a0699a96c7b28457f15546815015a2710a1b23a7bf6c1be60c01636",
+                "sha256:0d145976194a5242fdd22df18a1b451481a88071feadf251221af110ca8f00ce",
+                "sha256:0e19bd9e9964a09cd2433a4b100ca7f34e34731e0758e13ba9a1ed6e5468cc0f",
+                "sha256:0f08c901d3866a8905363619e3741c33f0a83a680d92a9f0e575985c2634fcc1",
+                "sha256:1250e818b5f8a679ad79660855528120a8f0288f8f30ec88b83db51515411fcc",
+                "sha256:15c94eeef6b095831067f72c825eb0e2d48bb4cea0647c1b05c981ecba2bf39f",
+                "sha256:1621ee57da887c17312acc4b0e7ac30d3a4fb0fec6174b2e3754a74c26bbed1e",
+                "sha256:180194c7fe60c989bb627d7ed5011f2bef1c4d36ecf3ec64daec8302f1ae0716",
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@@ -114,6 +343,14 @@
             "markers": "python_version >= '3.7'",
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         },
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@@ -224,6 +461,36 @@
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@@ -332,6 +599,37 @@
             "markers": "python_version >= '3.7'",
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@@ -351,42 +649,100 @@
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@@ -533,32 +919,52 @@
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@@ -586,6 +1000,92 @@
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+                "sha256:dbed418ba5c3dce92619656802cc5355cb679e58d0d89b50f116e4a9d5a9603e",
+                "sha256:dcdba5c86e368442528f7060039eda390cc4091bfd1dca41e8046af7c910dda8",
+                "sha256:decbfa2f618fa8ed81c95ee18a387ff973143c656ef800c9f24fb7e9c16054e2",
+                "sha256:e4fdb9275308292e880dcbeb12546df7f3e0f96c6b41197e0cf37d2826359020",
+                "sha256:eb1b046be06b0fce7249f1d025cd359b4b80fc1c3e24ad9eca33e0dcdb2e4a35",
+                "sha256:eb6e651000a19c96f452c85132811d25e9264d836951022d6e81df2fff38337d",
+                "sha256:ed867c42c268f876097248e05b6117a65bcd1e63b779e916fe2e33cd6fd0d3c3",
+                "sha256:edfad1d29c73f9b863ebe7082ae9321374ccb10879eeabc84ba3b69f2579d537",
+                "sha256:f2058f813d4f2b5e3a9eb2eb3faf8f1d99b81c3e51aeda4b168406443e8ba809",
+                "sha256:f6b2d0c6703c988d334f297aa5df18c45e97b0af3679bb75059e0e0bd8b1069d",
+                "sha256:f8212564d49c50eb4565e502814f694e240c55551a5f1bc841d4fcaabb0a9b8a",
+                "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.16.0"
         }
     },
     "develop": {}
diff --git a/ml_models/resnet_model4.h5 b/ml_models/resnet_model4.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9249b0bbe74ef06fa4cc694c0a8fad9883d1bcf3
Binary files /dev/null and b/ml_models/resnet_model4.h5 differ
diff --git a/ml_models/resnet_model4_16JF2qy.h5 b/ml_models/resnet_model4_16JF2qy.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9249b0bbe74ef06fa4cc694c0a8fad9883d1bcf3
Binary files /dev/null and b/ml_models/resnet_model4_16JF2qy.h5 differ
diff --git a/ml_models/resnet_model4_R4ZC5zZ.h5 b/ml_models/resnet_model4_R4ZC5zZ.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9249b0bbe74ef06fa4cc694c0a8fad9883d1bcf3
Binary files /dev/null and b/ml_models/resnet_model4_R4ZC5zZ.h5 differ
diff --git a/ml_models/resnet_model4_TTEJ2h1.h5 b/ml_models/resnet_model4_TTEJ2h1.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9249b0bbe74ef06fa4cc694c0a8fad9883d1bcf3
Binary files /dev/null and b/ml_models/resnet_model4_TTEJ2h1.h5 differ
diff --git a/ml_models/resnet_model4_frBQT2M.h5 b/ml_models/resnet_model4_frBQT2M.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9249b0bbe74ef06fa4cc694c0a8fad9883d1bcf3
Binary files /dev/null and b/ml_models/resnet_model4_frBQT2M.h5 differ
diff --git a/ml_models/resnet_model4_jjemslr.h5 b/ml_models/resnet_model4_jjemslr.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9249b0bbe74ef06fa4cc694c0a8fad9883d1bcf3
Binary files /dev/null and b/ml_models/resnet_model4_jjemslr.h5 differ
diff --git a/ml_models/resnet_model4_shB6USJ.h5 b/ml_models/resnet_model4_shB6USJ.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9249b0bbe74ef06fa4cc694c0a8fad9883d1bcf3
Binary files /dev/null and b/ml_models/resnet_model4_shB6USJ.h5 differ
diff --git a/ml_models/resnet_model5.h5 b/ml_models/resnet_model5.h5
new file mode 100644
index 0000000000000000000000000000000000000000..b038bafdbed728a15653a1371de95c5e5647602f
Binary files /dev/null and b/ml_models/resnet_model5.h5 differ
diff --git a/prediction_service/forms.py b/prediction_service/forms.py
index c37aa3d43e0033bb044d015fed62dfe736cca96b..7ebca2ea6b47940d3607a74437b2043c38315451 100644
--- a/prediction_service/forms.py
+++ b/prediction_service/forms.py
@@ -4,16 +4,24 @@ from django.contrib.auth.models import User
 
 class UserRegisterForm(UserCreationForm):
     email = forms.EmailField()
-    role = forms.ChoiceField(choices=[('user', 'User'), ('ai_engineer', 'AI Engineer')], widget=forms.RadioSelect)
+    role = forms.ChoiceField(choices=[('End User', 'User'), ('AI Engineer', 'AI Engineer')], widget=forms.RadioSelect)
 
     class Meta:
         model = User
         fields = ['username', 'email', 'password1', 'password2', 'role']
 
 from django import forms
-from .models import Post
+from .models import MLModel, Post
 
 class PostForm(forms.ModelForm):
     class Meta:
         model = Post
-        fields = ['title', 'content', 'mlmodel']
+        fields = ['title', 'content', 'mlmodel']  # Include the 'mlmodel' field
+
+    def __init__(self, *args, **kwargs):
+        super(PostForm, self).__init__(*args, **kwargs)
+        self.fields['title'].widget.attrs.update({'class': 'form-control'})
+        self.fields['content'].widget.attrs.update({'class': 'form-control'})
+
+        # Modify the mlmodel field to be a dropdown list of existing ML models
+        self.fields['mlmodel'].queryset = MLModel.objects.all()
\ No newline at end of file
diff --git a/prediction_service/migrations/0010_mlmodel_model_file.py b/prediction_service/migrations/0010_mlmodel_model_file.py
new file mode 100644
index 0000000000000000000000000000000000000000..b1cedea8420acf5040b74dc9eba0c3ce1d26219f
--- /dev/null
+++ b/prediction_service/migrations/0010_mlmodel_model_file.py
@@ -0,0 +1,18 @@
+# Generated by Django 4.1.4 on 2024-05-02 00:25
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('prediction_service', '0009_aiengineer_is_authorized'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='mlmodel',
+            name='model_file',
+            field=models.FileField(default='', upload_to='ml_models/'),
+        ),
+    ]
diff --git a/prediction_service/migrations/0011_alter_post_slug.py b/prediction_service/migrations/0011_alter_post_slug.py
new file mode 100644
index 0000000000000000000000000000000000000000..5a1f3d99a238f025091bea9e22745ee5e4c4e689
--- /dev/null
+++ b/prediction_service/migrations/0011_alter_post_slug.py
@@ -0,0 +1,18 @@
+# Generated by Django 4.1.4 on 2024-05-02 01:36
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('prediction_service', '0010_mlmodel_model_file'),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name='post',
+            name='slug',
+            field=models.SlugField(blank=True, default=''),
+        ),
+    ]
diff --git a/prediction_service/migrations/0012_alter_post_mlmodel.py b/prediction_service/migrations/0012_alter_post_mlmodel.py
new file mode 100644
index 0000000000000000000000000000000000000000..49a96da010a162bc2bae5b93fa216fbed23bb955
--- /dev/null
+++ b/prediction_service/migrations/0012_alter_post_mlmodel.py
@@ -0,0 +1,19 @@
+# Generated by Django 4.1.4 on 2024-05-02 01:45
+
+from django.db import migrations, models
+import django.db.models.deletion
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('prediction_service', '0011_alter_post_slug'),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name='post',
+            name='mlmodel',
+            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='prediction_service.mlmodel'),
+        ),
+    ]
diff --git a/prediction_service/migrations/__pycache__/0010_mlmodel_model_file.cpython-310.pyc b/prediction_service/migrations/__pycache__/0010_mlmodel_model_file.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..29367efe2bdd67ff3aa80678cb7d83873e844dc6
Binary files /dev/null and b/prediction_service/migrations/__pycache__/0010_mlmodel_model_file.cpython-310.pyc differ
diff --git a/prediction_service/migrations/__pycache__/0011_alter_post_slug.cpython-310.pyc b/prediction_service/migrations/__pycache__/0011_alter_post_slug.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..546eb4f5089c37424b60adc0af4dae01f47abea2
Binary files /dev/null and b/prediction_service/migrations/__pycache__/0011_alter_post_slug.cpython-310.pyc differ
diff --git a/prediction_service/migrations/__pycache__/0012_alter_post_mlmodel.cpython-310.pyc b/prediction_service/migrations/__pycache__/0012_alter_post_mlmodel.cpython-310.pyc
index 0dca3b20a7cb453671c7f54f4189f2a83fbb5332..d5ee55750abcf3cb15e2d2628cb088db8c36cbf6 100644
Binary files a/prediction_service/migrations/__pycache__/0012_alter_post_mlmodel.cpython-310.pyc and b/prediction_service/migrations/__pycache__/0012_alter_post_mlmodel.cpython-310.pyc differ
diff --git a/prediction_service/models.py b/prediction_service/models.py
index d3f147c115c68cb063a33464a78c82b700b6d5b7..166b6d5cee530444d7efa31bc46a3050071dddf3 100644
--- a/prediction_service/models.py
+++ b/prediction_service/models.py
@@ -31,17 +31,28 @@ class Administrator(models.Model):
 class MLModel(models.Model):
     id = models.AutoField(primary_key=True)
     layers = models.IntegerField(default=1, verbose_name='Number of Layers', validators=[MinValueValidator(1)])
+    model_file = models.FileField(upload_to='ml_models/', default='')  # Add FileField for storing .h5 files
 
+    def __str__(self):
+        return f"MLModel {self.id}"
+
+from django.utils.text import slugify    
+    
 class Post(models.Model):
     id = models.AutoField(primary_key=True)
     title = models.CharField(max_length = 100)
-    slug = models.SlugField(default=None)
+    slug = models.SlugField(default='', blank=True)
 
     content = models.TextField()
     date_posted = models.DateTimeField(default = timezone.now)
     author = models.ForeignKey(User, on_delete=models.CASCADE)
 
-    mlmodel = models.ForeignKey(MLModel, on_delete=models.CASCADE, default=None)
+    mlmodel = models.ForeignKey(MLModel, on_delete=models.CASCADE)
+
+    def save(self, *args, **kwargs):
+        if not self.slug:
+            self.slug = slugify(self.title)
+        super().save(*args, **kwargs)
 
     def __str__(self) -> str:
         return self.title
\ No newline at end of file
diff --git a/prediction_service/templates/prediction_service/create_post.html b/prediction_service/templates/prediction_service/create_post.html
index bbeaf38be2165d53b0d76cf6665611153eeeeafd..6bb7466763afd8d7a1834771e302bd022fedf5ef 100644
--- a/prediction_service/templates/prediction_service/create_post.html
+++ b/prediction_service/templates/prediction_service/create_post.html
@@ -1,12 +1,27 @@
 {% extends "prediction_service/base.html" %}
 
 {% block content %}
-  <div class="container">
-    <h2>Create a New Post</h2>
-    <form method="post">
+<div class="container">
+  <h2>Create a New Post</h2>
+  <form method="post" enctype="multipart/form-data">
       {% csrf_token %}
-      {{ form.as_p }}
+      
+      <div>
+          <label for="title">Title:</label>
+          <input type="text" name="title" id="title">
+      </div>
+
+      <div>
+          <label for="content">Content:</label>
+          <input type="text" name="content" id="content">
+      </div>
+
+      <div>
+          <label for="modelFile">Model File:</label>
+          <input type="file" name="modelFile" id="modelFile" accept="">
+      </div>
+
       <button type="submit" class="btn btn-primary">Submit</button>
-    </form>
-  </div>
+  </form>
+</div>
 {% endblock %}
diff --git a/prediction_service/templates/prediction_service/home-AI.html b/prediction_service/templates/prediction_service/home-AI.html
new file mode 100644
index 0000000000000000000000000000000000000000..bd040344d32f871288dcf0d8caa8f8ff521afb44
--- /dev/null
+++ b/prediction_service/templates/prediction_service/home-AI.html
@@ -0,0 +1,37 @@
+{% include "prediction_service/base.html" %}
+{% include "prediction_service/navbar.html" %}
+
+{% block content %}
+
+    <br>
+    
+    <div class="container">
+        <h1>AI Engineer Dashboard!</h1>
+        <div class="row col-sm-12">
+            {% for post in posts %}
+                <div class="card" style="width: 18rem; margin-right: 15px;">
+                    <div class="card-body">
+                        <h5 class="card-title">{{post.title}} ID: {{post.mlmodel.id}}</h5>
+                        <h6 class="card-subtitle mb-2 text-muted">By {{ post.author }} on {{ post.date_posted }}</h6>
+                        <p class="card-text">{{ post.content }}</p>
+                        <a href="/mlmodel/{{post.mlmodel.id}}" class="card-link">Ml-Model</a>
+                        <a href="#" class="card-link">Inspect Model</a>
+                    </div>
+                </div>   
+            {% endfor %}
+        </div>
+
+        
+    </div>
+
+    <!-- Square plus button -->
+    <div style="position: fixed; bottom: 20px; right: 20px;">
+        <a href="{% url 'MLAAS-create_post' %}">
+            <button style="width: 50px; height: 50px; border-radius: 50%; background-color: #007bff; color: white; font-size: 24px; border: none;">+</button>
+        </a>
+    </div>
+
+    
+    
+
+{% endblock content %}
\ No newline at end of file
diff --git a/prediction_service/templates/prediction_service/home-Admin.html b/prediction_service/templates/prediction_service/home-Admin.html
new file mode 100644
index 0000000000000000000000000000000000000000..b1f031660435eac3386293de69de4a8a81326245
--- /dev/null
+++ b/prediction_service/templates/prediction_service/home-Admin.html
@@ -0,0 +1,61 @@
+{% include "prediction_service/base.html" %}
+{% include "prediction_service/navbar.html" %}
+
+{% block content %}
+
+    <br>
+    
+    <div class="container">
+        <h1>Admin Dashboard!</h1>
+        <div class="row col-sm-12">
+            {% for post in posts %}
+                <div class="card" style="width: 18rem; margin-right: 15px; margin-bottom: 20px;">
+                    <div class="card-body">
+                        <h5 class="card-title">{{post.title}} ID: {{post.mlmodel.id}}</h5>
+                        <h6 class="card-subtitle mb-2 text-muted">By {{ post.author }} on {{ post.date_posted }}</h6>
+                        <p class="card-text">{{ post.content }}</p>
+                        <a href="/mlmodel/{{post.mlmodel.id}}" class="card-link">Ml-Model</a>
+                        <a href="#" class="card-link">Inspect Model</a>
+                    </div>
+                </div>   
+            {% endfor %}
+
+            
+
+            <div class="card">
+                <div class="card-body">
+                    <h5 class="card-title">Pending AI Engineer Requests:</h5>
+                    <form method="POST" action="/home/">
+                        {% csrf_token %}
+                        {% for account in pending %}
+                            <div class="card" style="width: 18rem; margin-right: 15px;">
+                                <div class="card-body">
+                                    <h5 class="card-title">Username: {{ account.user.user }}</h5>
+                                    <h6 class="card-subtitle mb-2 text-muted">AI Engineer Request</h6>
+                                    <label class="checkbox-label" for="approve-checkbox-{{ account.user }}">Approve</label>
+                                    <input type="checkbox" id="{{ account.user }}" name="approved_accounts" value="{{ account.user.id }}">
+                                </div>
+                            </div>
+                        {% endfor %}
+                        <button type="submit" class="btn btn-primary">Submit</button>
+                    </form>
+                </div>
+            </div>
+
+
+        </div>
+
+        
+    </div>
+
+    <!-- Square plus button -->
+    <div style="position: fixed; bottom: 20px; right: 20px;">
+        <a href="{% url 'MLAAS-create_post' %}">
+            <button style="width: 50px; height: 50px; border-radius: 50%; background-color: #007bff; color: white; font-size: 24px; border: none;">+</button>
+        </a>
+    </div>
+
+    
+    
+
+{% endblock content %}
\ No newline at end of file
diff --git a/prediction_service/templates/prediction_service/home.html b/prediction_service/templates/prediction_service/home.html
index 3f08283350cc74d1571e4357245852b1e200f182..a39871b482afbe73986565384f5f9d253782b231 100644
--- a/prediction_service/templates/prediction_service/home.html
+++ b/prediction_service/templates/prediction_service/home.html
@@ -15,23 +15,13 @@
                         <h6 class="card-subtitle mb-2 text-muted">By {{ post.author }} on {{ post.date_posted }}</h6>
                         <p class="card-text">{{ post.content }}</p>
                         <a href="/mlmodel/{{post.mlmodel.id}}" class="card-link">Ml-Model</a>
-                        <a href="#" class="card-link">Another link</a>
+                        
                     </div>
                 </div>   
             {% endfor %}
         </div>
 
         
-    </div>
-
-    <!-- Square plus button -->
-    <div style="position: fixed; bottom: 20px; right: 20px;">
-        <a href="{% url 'MLAAS-create_post' %}">
-            <button style="width: 50px; height: 50px; border-radius: 50%; background-color: #007bff; color: white; font-size: 24px; border: none;">+</button>
-        </a>
-    </div>
-
-    
-    
+    </div>    
 
 {% endblock content %}
\ No newline at end of file
diff --git a/prediction_service/templates/prediction_service/model.html b/prediction_service/templates/prediction_service/model.html
index 1fc09a5fbb5ec1962c2b01625e312291179225b8..4c2612f46519b5b286d4077ed3a34f39eb52611b 100644
--- a/prediction_service/templates/prediction_service/model.html
+++ b/prediction_service/templates/prediction_service/model.html
@@ -7,10 +7,18 @@
 
     <h1>ML-Model</h1>
 
-    <img src="data:image/png;base64,{{ img_str }}" alt="PIL Image">
-
-    <h2>Model Layers: {{ layer }}</h2>
-
+    <!-- <img src="data:image/png;base64,{{ img_str }}" alt="PIL Image"> -->
+
+    <!-- <h2>Model Layers: {{ layer }}</h2> -->
+
+    <p>Upload an image of one of the following cars and receive a prediction:</p> 
+    <ul>
+        <li>Acura</li>
+        <li>Alfa Romeo</li>
+        <li>Aston Martin</li>
+        <li>Audi</li>
+        <li>Bentley</li>
+    </ul>
 
     <form action="/mlmodel/{{ modelID }}/" method="post" enctype="multipart/form-data">
 
diff --git a/prediction_service/templates/prediction_service/prediction_result.html b/prediction_service/templates/prediction_service/prediction_result.html
new file mode 100644
index 0000000000000000000000000000000000000000..bc43088450d557f795954e11b84ff9169a53ec79
--- /dev/null
+++ b/prediction_service/templates/prediction_service/prediction_result.html
@@ -0,0 +1,17 @@
+{% include 'prediction_service/base.html' %}
+{% include 'prediction_service/navbar.html' %}
+
+{% block content %}
+
+<div class="container">
+    <h1>Prediction Result</h1>
+    <p>The predicted car is: {{ predicted_category }}</p>
+    <h2>Prediction percentages per car:</h2>
+    <ul>
+        {% for category, percentage in data %}
+            <li>{{ category }}: {{ percentage|floatformat:2 }}%</li>
+        {% endfor %}
+    </ul>
+</div>
+
+{% endblock %}
\ No newline at end of file
diff --git a/prediction_service/views.py b/prediction_service/views.py
index 62349c948b55986e5e88cac19b0e9f81491b1121..0f87c30a215d40f18130b30ee06899ec8bd83d00 100644
--- a/prediction_service/views.py
+++ b/prediction_service/views.py
@@ -1,5 +1,5 @@
 from django.shortcuts import render, redirect
-from django.http import HttpResponse
+from django.http import HttpResponse, HttpResponseForbidden
 from django.contrib import messages
 from django.contrib.auth.decorators import login_required
 # messages.debug
@@ -15,14 +15,55 @@ from django.contrib.auth.models import User
 
 @login_required
 def home(request):
+    if request.user.is_authenticated and request.method == "GET":
 
-    context = {
-        'posts':'',
-    }
+        context = {'posts':'',}
+
+        context['posts'] = Post.objects.all() #loads all posts from Post table into the context
+
+        user = request.user
+
+        # if account is an AI Engineer
+        if user.userprofile.role == 'AI Engineer':
+            # if the ai engineer is approved, then send them to the AI dashboard
+            ai_engineer = AIEngineer.objects.get(user=user.userprofile)
+            if not ai_engineer.is_authorized:
+                messages.error(request, 'You are not authorized to access the AI Dashboard system. Please wait for admin authorization.')
+                return render(request, 'prediction_service/home.html',context)
+            else:
+                return render(request, 'prediction_service/home-AI.html',context)
+        elif user.userprofile.role == "Administrator":
+            # to do:
+            # 1.  we need to get all AI Engineer table data
+            # 2.  filter all the rows that have approved as false
+            pending_engineers = AIEngineer.objects.filter(is_authorized=False)
+            # 3.  pass them into the context of the page
+            # 3.1 - use html majix to list them out (Like how posts are)
+            context['pending'] = pending_engineers
+            # 4.  we need a form for them to submit with the approved selections
+            # 4.1 - therefore we need a view for handaling the process for changing the status to approved
+            return render(request, 'prediction_service/home-Admin.html',context)
+        else:
+            # if the account is not an AI Engineer
+            return render(request, 'prediction_service/home.html',context)
+    elif request.user.is_authenticated and request.method == "POST":
+        approved_accounts = request.POST.getlist('approved_accounts')
+
+        for account in approved_accounts:
+            # Process each approved account ID
+            ai_engineer = AIEngineer.objects.get(user=account)
+
+            ai_engineer.is_authorized = True
+
+            ai_engineer.save()
+
+            messages.success(request, f'{ai_engineer.user.user} approved as AI Engineer!')
+
+        return redirect('MLAAS-home')
+    else:
+        return HttpResponse("<h1> you are not authenticated but are logged in? </h1>")
 
-    context['posts'] = Post.objects.all()#loads all posts from Post table into the context
 
-    return render(request, 'prediction_service/home.html',context)
     
 def about(request):
     return render(request, 'prediction_service/about.html', {'title':'About'})
@@ -44,12 +85,13 @@ def register(request):
             user_profile = UserProfile.objects.create(user=user, role=role)
 
             # Create EndUser if role is 'user'
-            if role == 'user':
+            if role == 'End User':
                 EndUser.objects.create(user=user_profile)
-            elif role == 'ai_engineer':
+            elif role == 'AI Engineer':
                 AIEngineer.objects.create(user=user_profile, is_authorized=False)
             
             messages.success(request, f'Account created for {username}!')
+            messages.success(request, f'Role value {role}!')
             return redirect('MLAAS-login')
     else:
         form = UserRegisterForm()
@@ -70,12 +112,6 @@ def MLAAS_login(request):
         user = authenticate(request, username=username, password=password)
 
         if user is not None:
-            if user.userprofile.role == 'ai_engineer':
-                ai_engineer = AIEngineer.objects.get(user=user.userprofile)
-                if not ai_engineer.is_authorized:
-                    messages.error(request, 'You are not authorized to access the MLaaS system. Please wait for admin authorization.')
-                    return redirect('MLAAS-login')  # Redirect to login page
-
             login(request, user)
             return redirect('MLAAS-home')
 
@@ -87,48 +123,132 @@ def MLAAS_login(request):
 
 from .forms import PostForm
 from .models import Post
+from .models import MLModel
 
 @login_required
 def create_post(request):
+    if not request.user.is_superuser and request.user.userprofile.role != 'AI Engineer':
+        return HttpResponseForbidden("You do not have permission to access this page.")
+    
     if request.method == 'POST':
-        form = PostForm(request.POST)
-        if form.is_valid():
-            post = form.save(commit=False)
-            post.author = request.user
-
-            # Check if the user is an AI engineer or an admin
-            if request.user.userprofile.role == 'ai_engineer' or request.user.is_superuser:
-                post.save()
-                messages.success(request, 'Your post has been created successfully.')
-                return redirect('MLAAS-home', pk=post.pk)  # Redirect to the post detail page
-            else:
-                messages.error(request, 'You are not authorized to create posts.')
-                return redirect('MLAAS-home')  # Redirect to home or another appropriate page
-    else:
-        form = PostForm()
-    return render(request, 'prediction_service/create_post.html', {'form': form})
+        post_title = request.POST.get('title')
+        post_slug = request.POST.get('title')
+        post_content = request.POST.get('content')
+        post_author = request.user
+        post_model_file = request.FILES.get('modelFile')
+
+        layers = 6000000 # temporary
+        
+
+        # Create a new MLModel instance
+        new_model = MLModel(layers=layers, model_file=post_model_file)
+
+        # Save the new model instance
+        new_model.save()
+
+        new_post = Post(
+            title = post_title,
+            slug = post_slug,
+            content = post_content,
+            author = post_author,
+            mlmodel = new_model
+            )
+
+        new_post.save()
+
+        # Check if the user is an AI engineer or an admin
+        if request.user.userprofile.role == 'AI Engineer' or request.user.is_superuser:
+            
+            messages.success(request, 'Your post has been created successfully.')
+            return redirect('MLAAS-home')  # Redirect to the home page
+            
+        else:
+            messages.error(request, 'You are not authorized to create posts.')
+            return redirect('MLAAS-home')  # Redirect to home or another appropriate page
+    return render(request, 'prediction_service/create_post.html')
 
 import os
-import io 
 import numpy as np
+from django.conf import settings
+from django.shortcuts import render, HttpResponse
+from .models import Post
+import tensorflow as tf
+from tensorflow.keras.preprocessing.image import load_img, img_to_array
+
+# prepare the image
+def prepare_image(path_for_image):
+    image = load_img(path_for_image, target_size=(224, 224))
+    image_result = img_to_array(image)
+    image_result = np.expand_dims(image_result, axis=0)
+    image_result = image_result/255
+    return image_result
+
+import os
+import numpy as np
+from django.conf import settings
+from django.shortcuts import render, HttpResponse
+from .models import Post
+import tensorflow as tf
+from tensorflow.keras.preprocessing.image import img_to_array
+import io 
 import matplotlib.pyplot as plt
 import mpld3
 from PIL import Image
 import base64
 
+# Define categories for classification
+categories = ['Acura', 'Alfa Romeo', 'Aston Martin', 'Audi', 'Bentley']
+
 @login_required
 def mlmodel(request, pk):
-
     if request.method == "POST":
-        # Handle form submission here
-        # For example, you can process the uploaded file
-        uploaded_file = request.FILES['photo']
-        # Process the uploaded file as needed
-
-        # Return a response indicating successful upload
-        return HttpResponse("<h1> You uploaded your photo ! </h1>")
+        # Get the uploaded image
+        uploaded_image = request.FILES.get('photo')
+
+        if uploaded_image:
+            # Save the uploaded image temporarily
+            temp_image_path = os.path.join(settings.MEDIA_ROOT, uploaded_image.name)
+            with open(temp_image_path, 'wb+') as destination:
+                for chunk in uploaded_image.chunks():
+                    destination.write(chunk)
+
+            # Get the ML model associated with the uploaded image
+            try:
+                post = Post.objects.get(pk=pk)
+                mlmodel = post.mlmodel
+            except Post.DoesNotExist:
+                return HttpResponse("Post not found.")
+
+            # Load the ML model
+            model_path = os.path.join(settings.MEDIA_ROOT, str(mlmodel.model_file))
+            model = tf.keras.models.load_model(model_path)
+
+            # Prepare the image for prediction
+            image_for_model = prepare_image(temp_image_path)
+
+            # Make prediction
+            result_array = model.predict(image_for_model, verbose=1)
+            answer = np.argmax(result_array, axis=1)
+
+            # Convert results to percentages
+            percentage_results = result_array[0] * 100
+
+            # Get the predicted category
+            index = answer[0]
+            predicted_category = categories[index]
+
+            # Clean up temporary image
+            os.remove(temp_image_path)
+
+            # Pass prediction results to the template
+            context = {
+                'data': zip(categories, percentage_results),
+                'predicted_category': predicted_category,
+            }
+            return render(request, 'prediction_service/prediction_result.html', context)
+        else:
+            return HttpResponse("No file uploaded.")
     else:
-
         matrix = np.asarray([[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],
                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],
                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],
@@ -177,4 +297,69 @@ def mlmodel(request, pk):
 
         return render(request, "prediction_service/model.html", {'img_str': img_str,
                                                                 'layer': layercount,
-                                                                'modelID': pk})
\ No newline at end of file
+                                                                'modelID': pk})
+
+
+
+# @login_required
+# def mlmodel(request, pk):
+
+#     if request.method == "POST":
+#         # Handle form submission here
+#         # For example, you can process the uploaded file
+#         uploaded_file = request.FILES['photo']
+#         # Process the uploaded file as needed
+
+#         # Return a response indicating successful upload
+#         return HttpResponse("<h1> You uploaded your photo ! </h1>")
+#     else:
+
+#         matrix = np.asarray([[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,67,232,39,0,0],
+#                         [0,0,0,0,62,81,0,0,0,0,0,0,0,0,0,0,0,0,0,0,120,180,39,0,0],
+#                         [0,0,0,0,126,163,0,0,0,0,0,0,0,0,0,0,0,0,0,2,153,210,40,0,0],
+#                         [0,0,0,0,220,163,0,0,0,0,0,0,0,0,0,0,0,0,0,27,254,162,0,0,0],
+#                         [0,0,0,0,222,163,0,0,0,0,0,0,0,0,0,0,0,0,0,183,254,125,0,0,0],
+#                         [0,0,0,0,46,245,0,0,0,0,0,0,0,0,0,0,0,0,0,198,254,56,0,0,0],
+#                         [0,0,0,0,120,254,0,0,0,0,0,0,0,0,0,0,0,0,23,231,254,29,0,0,0],
+#                         [0,0,0,0,159,254,0,0,0,0,0,0,0,0,0,0,0,0,163,254,216,16,0,0,0],
+#                         [0,0,0,0,159,254,0,0,0,0,0,0,0,0,0,14,86,178,248,254,91,0,0,0,0],
+#                         [0,0,0,0,159,254,35,0,0,47,49,116,144,150,241,243,234,179,241,252,40,0,0,0,0],
+#                         [0,0,0,0,150,253,237,207,207,207,253,254,250,240,198,143,91,28,233,250,0,0,0,0,0],
+#                         [0,0,0,0,119,177,177,177,177,177,98,56,0,0,0,0,0,102,254,220,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,254,137,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,254,57,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,254,57,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,255,94,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,254,96,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,254,153,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,255,153,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,96,254,153,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],
+#                         [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]])
+
+#         # Matrix dimensions
+#         raw_height = matrix.shape[0]
+#         raw_width = matrix.shape[1]
+
+#         fig, ax = plt.subplots(1, 1, figsize=(4, 4))
+#         ax.imshow(matrix, cmap='Greys_r')
+
+#         buf = io.BytesIO()
+#         fig.savefig(buf, format='png')
+#         buf.seek(0)
+#         img = Image.open(buf)
+
+#         # Convert PIL image to base64 string
+#         buffered = io.BytesIO()
+#         img.save(buffered, format='PNG')
+#         img_str = base64.b64encode(buffered.getvalue()).decode('utf-8')
+
+#         mlmodel = MLModel.objects.get(id=pk)
+#         layercount = str(mlmodel.layers)
+
+#         return render(request, "prediction_service/model.html", {'img_str': img_str,
+#                                                                 'layer': layercount,
+#                                                                 'modelID': pk})
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 5538dfe9f2fe1024dc423251d4a9ca8156bfafb1..f39f0b6a615ee683b5537947576c7482fd704fc4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,8 +5,9 @@ mysqlclient==2.1.0
 pycodestyle==2.10.0
 sqlparse==0.4.3
 tomli==2.0.1
-numpy==1.21.5
+numpy==1.23.5
 django-session-timeout==0.1.0
 seaborn==0.11.2
 mpld3==0.5.5
-matplotlib==3.5.1
\ No newline at end of file
+matplotlib==3.5.1
+tensorflow==2.16.1
\ No newline at end of file