added tf

.gitattributes

@@ -0,0 +1,2 @@
+# Auto detect text files and perform LF normalization
+* text=auto

poetry.lock

@@ -1,3 +1,14 @@
+[[package]]
+name = "absl-py"
+version = "0.12.0"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "anyio"
 version = "2.0.2"
@@ -41,6 +52,17 @@ dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "wheel", "p
 docs = ["sphinx"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+
 [[package]]
 name = "async-generator"
 version = "1.10"
@@ -95,6 +117,22 @@ packaging = "*"
 six = ">=1.9.0"
 webencodings = "*"
 
+[[package]]
+name = "cachetools"
+version = "4.2.2"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = "~=3.5"
+
+[[package]]
+name = "certifi"
+version = "2020.12.5"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "cffi"
 version = "1.14.4"
@@ -106,6 +144,14 @@ python-versions = "*"
 [package.dependencies]
 pycparser = "*"
 
+[[package]]
+name = "chardet"
+version = "4.0.0"
+description = "Universal encoding detector for Python 2 and 3"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
 [[package]]
 name = "colorama"
 version = "0.4.4"
@@ -138,13 +184,100 @@ category = "main"
 optional = true
 python-versions = ">=2.7"
 
+[[package]]
+name = "flatbuffers"
+version = "1.12"
+description = "The FlatBuffers serialization format for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "gast"
+version = "0.3.3"
+description = "Python AST that abstracts the underlying Python version"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "google-auth"
+version = "1.30.0"
+description = "Google Authentication Library"
+category = "main"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+
+[package.dependencies]
+cachetools = ">=2.0.0,<5.0"
+pyasn1-modules = ">=0.2.1"
+rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
+six = ">=1.9.0"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
+pyopenssl = ["pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
+
+[[package]]
+name = "google-auth-oauthlib"
+version = "0.4.4"
+description = "Google Authentication Library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+google-auth = ">=1.0.0"
+requests-oauthlib = ">=0.7.0"
+
+[package.extras]
+tool = ["click (>=6.0.0)"]
+
+[[package]]
+name = "google-pasta"
+version = "0.2.0"
+description = "pasta is an AST-based Python refactoring library"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "grpcio"
+version = "1.32.0"
+description = "HTTP/2-based RPC framework"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.5.2"
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.32.0)"]
+
+[[package]]
+name = "h5py"
+version = "2.10.0"
+description = "Read and write HDF5 files from Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+numpy = ">=1.7"
+six = "*"
+
 [[package]]
 name = "idna"
-version = "3.1"
+version = "2.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
-optional = true
+optional = false
-python-versions = ">=3.4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "ipykernel"
@@ -379,6 +512,34 @@ requests = "*"
 [package.extras]
 test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "pytest-console-scripts", "strict-rfc3339", "wheel"]
 
+[[package]]
+name = "keras-preprocessing"
+version = "1.1.2"
+description = "Easy data preprocessing and data augmentation for deep learning models"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+numpy = ">=1.9.1"
+six = ">=1.9.0"
+
+[package.extras]
+image = ["scipy (>=0.14)", "Pillow (>=5.2.0)"]
+pep8 = ["flake8"]
+tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "pytest-cov"]
+
+[[package]]
+name = "markdown"
+version = "3.3.4"
+description = "Python implementation of Markdown."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+testing = ["coverage", "pyyaml"]
+
 [[package]]
 name = "markupsafe"
 version = "1.1.1"
@@ -523,6 +684,19 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "oauthlib"
+version = "3.1.0"
+description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+rsa = ["cryptography"]
+signals = ["blinker"]
+signedtoken = ["cryptography", "pyjwt (>=1.0.0)"]
+
 [[package]]
 name = "opencv-python"
 version = "4.5.1.48"
@@ -534,6 +708,21 @@ python-versions = ">=3.6"
 [package.dependencies]
 numpy = ">=1.17.3"
 
+[[package]]
+name = "opt-einsum"
+version = "3.3.0"
+description = "Optimizing numpys einsum function"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+numpy = ">=1.7"
+
+[package.extras]
+docs = ["sphinx (==1.2.3)", "sphinxcontrib-napoleon", "sphinx-rtd-theme", "numpydoc"]
+tests = ["pytest", "pytest-cov", "pytest-pep8"]
+
 [[package]]
 name = "packaging"
 version = "20.9"
@@ -606,6 +795,17 @@ python-versions = ">=3.6.1"
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "protobuf"
+version = "3.15.8"
+description = "Protocol Buffers"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.9"
+
 [[package]]
 name = "ptyprocess"
 version = "0.7.0"
@@ -622,6 +822,25 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pyasn1"
+version = "0.4.8"
+description = "ASN.1 types and codecs"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pyasn1-modules"
+version = "0.2.8"
+description = "A collection of ASN.1-based protocols modules."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.5.0"
+
 [[package]]
 name = "pycparser"
 version = "2.20"
@@ -703,16 +922,48 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "requests"
-version = "2.15.1"
+version = "2.25.1"
 description = "Python HTTP for Humans."
 category = "main"
-optional = true
+optional = false
-python-versions = "*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+chardet = ">=3.0.2,<5"
+idna = ">=2.5,<3"
+urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-security = ["cryptography (>=1.3.4)", "idna (>=2.0.0)", "pyOpenSSL (>=0.14)"]
+security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
 
+[[package]]
+name = "requests-oauthlib"
+version = "1.3.0"
+description = "OAuthlib authentication support for Requests."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
+[[package]]
+name = "rsa"
+version = "4.7.2"
+description = "Pure-Python RSA implementation"
+category = "main"
+optional = false
+python-versions = ">=3.5, <4"
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
 [[package]]
 name = "scikit-learn"
 version = "0.24.1"
@@ -768,6 +1019,86 @@ category = "main"
 optional = true
 python-versions = ">=3.5"
 
+[[package]]
+name = "tensorboard"
+version = "2.5.0"
+description = "TensorBoard lets you watch Tensors Flow"
+category = "main"
+optional = false
+python-versions = ">= 2.7, != 3.0.*, != 3.1.*"
+
+[package.dependencies]
+absl-py = ">=0.4"
+google-auth = ">=1.6.3,<2"
+google-auth-oauthlib = ">=0.4.1,<0.5"
+grpcio = ">=1.24.3"
+markdown = ">=2.6.8"
+numpy = ">=1.12.0"
+protobuf = ">=3.6.0"
+requests = ">=2.21.0,<3"
+tensorboard-data-server = ">=0.6.0,<0.7.0"
+tensorboard-plugin-wit = ">=1.6.0"
+werkzeug = ">=0.11.15"
+
+[[package]]
+name = "tensorboard-data-server"
+version = "0.6.1"
+description = "Fast data loading for TensorBoard"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "tensorboard-plugin-wit"
+version = "1.8.0"
+description = "What-If Tool TensorBoard plugin."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "tensorflow"
+version = "2.4.1"
+description = "TensorFlow is an open source machine learning framework for everyone."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+absl-py = ">=0.10,<1.0"
+astunparse = ">=1.6.3,<1.7.0"
+flatbuffers = ">=1.12.0,<1.13.0"
+gast = "0.3.3"
+google-pasta = ">=0.2,<1.0"
+grpcio = ">=1.32.0,<1.33.0"
+h5py = ">=2.10.0,<2.11.0"
+keras-preprocessing = ">=1.1.2,<1.2.0"
+numpy = ">=1.19.2,<1.20.0"
+opt-einsum = ">=3.3.0,<3.4.0"
+protobuf = ">=3.9.2"
+six = ">=1.15.0,<1.16.0"
+tensorboard = ">=2.4,<3.0"
+tensorflow-estimator = ">=2.4.0,<2.5.0"
+termcolor = ">=1.1.0,<1.2.0"
+typing-extensions = ">=3.7.4,<3.8.0"
+wrapt = ">=1.12.1,<1.13.0"
+
+[[package]]
+name = "tensorflow-estimator"
+version = "2.4.0"
+description = "TensorFlow Estimator."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "termcolor"
+version = "1.1.0"
+description = "ANSII Color formatting for output in terminal."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "terminado"
 version = "0.9.2"
@@ -822,6 +1153,27 @@ ipython-genutils = "*"
 [package.extras]
 test = ["pytest"]
 
+[[package]]
+name = "typing-extensions"
+version = "3.7.4.3"
+description = "Backported and Experimental Type Hints for Python 3.5+"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "urllib3"
+version = "1.26.4"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+
+[package.extras]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotlipy (>=0.6.0)"]
+
 [[package]]
 name = "wcwidth"
 version = "0.2.5"
@@ -838,15 +1190,39 @@ category = "main"
 optional = true
 python-versions = "*"
 
+[[package]]
+name = "werkzeug"
+version = "1.0.1"
+description = "The comprehensive WSGI web application library."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
+dev = ["pytest", "pytest-timeout", "coverage", "tox", "sphinx", "pallets-sphinx-themes", "sphinx-issues"]
+watchdog = ["watchdog"]
+
+[[package]]
+name = "wrapt"
+version = "1.12.1"
+description = "Module for decorators, wrappers and monkey patching."
+category = "main"
+optional = false
+python-versions = "*"
+
 [extras]
 jupyter = ["jupyterlab"]
 
 [metadata]
 lock-version = "1.1"
-python-versions = "^3.8"
+python-versions = "~3.8"
-content-hash = "f361a49b053fd1352be955502edb29c881551406b560f798108ca7aa60353af1"
+content-hash = "b65d0559a70f9be95c7ba9a08745d696b6e9ceb196c6ad1eabaa236988b3b019"
 
 [metadata.files]
+absl-py = [
+    {file = "absl-py-0.12.0.tar.gz", hash = "sha256:b44f68984a5ceb2607d135a615999b93924c771238a63920d17d3387b0d229d5"},
+    {file = "absl_py-0.12.0-py3-none-any.whl", hash = "sha256:afe94e3c751ff81aad55d33ab6e630390da32780110b5af72ae81ecff8418d9e"},
+]
 anyio = [
     {file = "anyio-2.0.2-py3-none-any.whl", hash = "sha256:01cce0087b8fd8b6b7e629dc11505dcde02f916ce903332892cb2ae9817b597d"},
     {file = "anyio-2.0.2.tar.gz", hash = "sha256:35075abd32cf20fd7e0be2fee3614e80b92d5392eba257c8d2f33de3df7ca237"},
@@ -875,6 +1251,10 @@ argon2-cffi = [
     {file = "argon2_cffi-20.1.0-cp39-cp39-win32.whl", hash = "sha256:e2db6e85c057c16d0bd3b4d2b04f270a7467c147381e8fd73cbbe5bc719832be"},
     {file = "argon2_cffi-20.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:8a84934bd818e14a17943de8099d41160da4a336bcc699bb4c394bbb9b94bd32"},
 ]
+astunparse = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
 async-generator = [
     {file = "async_generator-1.10-py3-none-any.whl", hash = "sha256:01c7bf666359b4967d2cda0000cc2e4af16a0ae098cbffcb8472fb9e8ad6585b"},
     {file = "async_generator-1.10.tar.gz", hash = "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"},
@@ -895,6 +1275,14 @@ bleach = [
     {file = "bleach-3.2.3-py2.py3-none-any.whl", hash = "sha256:2d3b3f7e7d69148bb683b26a3f21eabcf62fa8fb7bc75d0e7a13bcecd9568d4d"},
     {file = "bleach-3.2.3.tar.gz", hash = "sha256:c6ad42174219b64848e2e2cd434e44f56cd24a93a9b4f8bc52cfed55a1cd5aad"},
 ]
+cachetools = [
+    {file = "cachetools-4.2.2-py3-none-any.whl", hash = "sha256:2cc0b89715337ab6dbba85b5b50effe2b0c74e035d83ee8ed637cf52f12ae001"},
+    {file = "cachetools-4.2.2.tar.gz", hash = "sha256:61b5ed1e22a0924aed1d23b478f37e8d52549ff8a961de2909c69bf950020cff"},
+]
+certifi = [
+    {file = "certifi-2020.12.5-py2.py3-none-any.whl", hash = "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"},
+    {file = "certifi-2020.12.5.tar.gz", hash = "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c"},
+]
 cffi = [
     {file = "cffi-1.14.4-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:ebb253464a5d0482b191274f1c8bf00e33f7e0b9c66405fbffc61ed2c839c775"},
     {file = "cffi-1.14.4-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:2c24d61263f511551f740d1a065eb0212db1dbbbbd241db758f5244281590c06"},
@@ -933,6 +1321,10 @@ cffi = [
     {file = "cffi-1.14.4-cp39-cp39-win_amd64.whl", hash = "sha256:f032b34669220030f905152045dfa27741ce1a6db3324a5bc0b96b6c7420c87b"},
     {file = "cffi-1.14.4.tar.gz", hash = "sha256:1a465cbe98a7fd391d47dce4b8f7e5b921e6cd805ef421d04f5f66ba8f06086c"},
 ]
+chardet = [
+    {file = "chardet-4.0.0-py2.py3-none-any.whl", hash = "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"},
+    {file = "chardet-4.0.0.tar.gz", hash = "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa"},
+]
 colorama = [
     {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
     {file = "colorama-0.4.4.tar.gz", hash = "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b"},
@@ -949,9 +1341,102 @@ entrypoints = [
     {file = "entrypoints-0.3-py2.py3-none-any.whl", hash = "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19"},
     {file = "entrypoints-0.3.tar.gz", hash = "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"},
 ]
+flatbuffers = [
+    {file = "flatbuffers-1.12-py2.py3-none-any.whl", hash = "sha256:9e9ef47fa92625c4721036e7c4124182668dc6021d9e7c73704edd395648deb9"},
+    {file = "flatbuffers-1.12.tar.gz", hash = "sha256:63bb9a722d5e373701913e226135b28a6f6ac200d5cc7b4d919fa38d73b44610"},
+]
+gast = [
+    {file = "gast-0.3.3-py2.py3-none-any.whl", hash = "sha256:8f46f5be57ae6889a4e16e2ca113b1703ef17f2b0abceb83793eaba9e1351a45"},
+    {file = "gast-0.3.3.tar.gz", hash = "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"},
+]
+google-auth = [
+    {file = "google-auth-1.30.0.tar.gz", hash = "sha256:9ad25fba07f46a628ad4d0ca09f38dcb262830df2ac95b217f9b0129c9e42206"},
+    {file = "google_auth-1.30.0-py2.py3-none-any.whl", hash = "sha256:588bdb03a41ecb4978472b847881e5518b5d9ec6153d3d679aa127a55e13b39f"},
+]
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 pycparser = [
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@@ -1252,8 +1805,17 @@ pyzmq = [
     {file = "pyzmq-22.0.2.tar.gz", hash = "sha256:d7b82a959e5e22d492f4f5a1e650e909a6c8c76ede178f538313ddb9d1e92963"},
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 requests = [
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+    {file = "requests-2.25.1.tar.gz", hash = "sha256:27973dd4a904a4f13b263a19c866c13b92a39ed1c964655f025f3f8d3d75b804"},
+]
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 scikit-learn = [
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@@ -1319,6 +1881,34 @@ sniffio = [
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 ]
+tensorboard = [
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+]
+tensorboard-data-server = [
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+    {file = "tensorboard_data_server-0.6.1-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:fa8cef9be4fcae2f2363c88176638baf2da19c5ec90addb49b1cde05c95c88ee"},
+    {file = "tensorboard_data_server-0.6.1-py3-none-manylinux2010_x86_64.whl", hash = "sha256:d8237580755e58eff68d1f3abefb5b1e39ae5c8b127cc40920f9c4fb33f4b98a"},
+]
+tensorboard-plugin-wit = [
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+    {file = "tensorflow-2.4.1-cp36-cp36m-manylinux2010_x86_64.whl", hash = "sha256:55368ba0bedb513ba0e36a2543a588b5276e9b2ca99fa3232a9a176601a7bab5"},
+    {file = "tensorflow-2.4.1-cp36-cp36m-win_amd64.whl", hash = "sha256:0e427b1350be6dbe572f971947c5596fdbb152081f227808d8becd894bf40282"},
+    {file = "tensorflow-2.4.1-cp37-cp37m-macosx_10_11_x86_64.whl", hash = "sha256:36d5acd60aac48e34bd545d0ce1fb8b3fceebff6b8782436defd0f71c12203bd"},
+    {file = "tensorflow-2.4.1-cp37-cp37m-manylinux2010_x86_64.whl", hash = "sha256:22723b8e1fa83b34f56c349b16a57aaff913b404451fcf70981f2b1d6e0c64fc"},
+    {file = "tensorflow-2.4.1-cp37-cp37m-win_amd64.whl", hash = "sha256:2357112319303da1b5459a621fd0503c2b2cd97b6c33c4903abd46b3c3e380e2"},
+    {file = "tensorflow-2.4.1-cp38-cp38-macosx_10_11_x86_64.whl", hash = "sha256:4a04081647b89a8fb602895b29ffc559e3c20aac8bde1d4c5ecd2a65adce5d35"},
+    {file = "tensorflow-2.4.1-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:efa9daa4b3701a4e439b24b74c1e4b66844aee8ae5263fb3cc12281ac9cc9f67"},
+    {file = "tensorflow-2.4.1-cp38-cp38-win_amd64.whl", hash = "sha256:eedcf578afde5e6e69c75d796bed41093451cd1ab54afb438760e40fb74a09de"},
+]
+tensorflow-estimator = [
+    {file = "tensorflow_estimator-2.4.0-py2.py3-none-any.whl", hash = "sha256:5b7b7bf2debe19a8794adacc43e8ba6459daa4efaf54d3302623994a359b17f0"},
+]
+termcolor = [
+    {file = "termcolor-1.1.0.tar.gz", hash = "sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b"},
+]
 terminado = [
     {file = "terminado-0.9.2-py3-none-any.whl", hash = "sha256:23a053e06b22711269563c8bb96b36a036a86be8b5353e85e804f89b84aaa23f"},
     {file = "terminado-0.9.2.tar.gz", hash = "sha256:89e6d94b19e4bc9dce0ffd908dfaf55cc78a9bf735934e915a4a96f65ac9704c"},
@@ -1378,6 +1968,15 @@ traitlets = [
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     {file = "traitlets-5.0.5.tar.gz", hash = "sha256:178f4ce988f69189f7e523337a3e11d91c786ded9360174a3d9ca83e79bc5396"},
 ]
+typing-extensions = [
+    {file = "typing_extensions-3.7.4.3-py2-none-any.whl", hash = "sha256:dafc7639cde7f1b6e1acc0f457842a83e722ccca8eef5270af2d74792619a89f"},
+    {file = "typing_extensions-3.7.4.3-py3-none-any.whl", hash = "sha256:7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918"},
+    {file = "typing_extensions-3.7.4.3.tar.gz", hash = "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c"},
+]
+urllib3 = [
+    {file = "urllib3-1.26.4-py2.py3-none-any.whl", hash = "sha256:2f4da4594db7e1e110a944bb1b551fdf4e6c136ad42e4234131391e21eb5b0df"},
+    {file = "urllib3-1.26.4.tar.gz", hash = "sha256:e7b021f7241115872f92f43c6508082facffbd1c048e3c6e2bb9c2a157e28937"},
+]
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
@@ -1386,3 +1985,10 @@ webencodings = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
+werkzeug = [
+    {file = "Werkzeug-1.0.1-py2.py3-none-any.whl", hash = "sha256:2de2a5db0baeae7b2d2664949077c2ac63fbd16d98da0ff71837f7d1dea3fd43"},
+    {file = "Werkzeug-1.0.1.tar.gz", hash = "sha256:6c80b1e5ad3665290ea39320b91e1be1e0d5f60652b964a3070216de83d2e47c"},
+]
+wrapt = [
+    {file = "wrapt-1.12.1.tar.gz", hash = "sha256:b62ffa81fb85f4332a4f609cab4ac40709470da05643a082ec1eb88e6d9b97d7"},
+]

pyproject.toml

@@ -5,13 +5,14 @@ description = "Jupyter scratchpad for playing with computer vision"
 authors = ["andy <andy@sarsoo.xyz>"]
 
 [tool.poetry.dependencies]
-python = "^3.8"
+python = "~3.8"
 numpy = "^1.19.5"
 opencv-python = "^4.5.1"
 scikit-learn = "^0.24.1"
 scipy = "^1.6.0"
 jupyterlab = {version = "^3.0.6", optional = true}
 ipykernel = "^5.4.3"
+tensorflow = "^2.4.1"
 
 [tool.poetry.dev-dependencies]
 

tf.ipynb

@@ -0,0 +1,161 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "imperial-battlefield",
+   "metadata": {},
+   "source": [
+    "# Tensorflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "genetic-candle",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import tensorflow as tf\n",
+    "import cv2 as cv\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "liquid-butterfly",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TensorShape([2, 2, 9])"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "subject = tf.constant([\n",
+    "    [[1, 2, 3, 4, 5, 6, 7, 8, 9], [1, 2, 3, 4, 5, 6, 7, 8, 9]], \n",
+    "    [[1, 2, 3, 4, 5, 6, 7, 8, 9], [1, 2, 3, 4, 5, 6, 7, 8, 9]]\n",
+    "])\n",
+    "subject.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "diagnostic-connection",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(213, 320, 3)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(1, 213, 320, 3)"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "im = cv.imread('sheep.png')\n",
+    "print(im.shape)\n",
+    "im = im / 255\n",
+    "im = np.expand_dims(im, 0)\n",
+    "im.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "extraordinary-beads",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TensorShape([1, 213, 320, 6])"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "layer = tf.keras.layers.Conv2D(6, 1)\n",
+    "result = layer(im)\n",
+    "result.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "changing-eligibility",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TensorShape([1, 213, 320, 10])"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "seq = tf.keras.Sequential(\n",
+    "    layers=[tf.keras.layers.Conv2D(6, 1),\n",
+    "           tf.keras.layers.Conv2D(10, 1)]\n",
+    ")\n",
+    "\n",
+    "seq.compile()\n",
+    "res = seq(im)\n",
+    "res.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "statewide-steal",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}