Learn practical skills, build real-world projects, and advance your career
!pip freeze
alembic @ file:///home/conda/feedstock_root/build_artifacts/alembic_1599849174714/work argon2-cffi @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1602546592129/work async-generator==1.10 attrs @ file:///home/conda/feedstock_root/build_artifacts/attrs_1599308529326/work backcall @ file:///home/conda/feedstock_root/build_artifacts/backcall_1592338393461/work backports.functools-lru-cache==1.6.1 beautifulsoup4 @ file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1601745390275/work bleach @ file:///home/conda/feedstock_root/build_artifacts/bleach_1600454382015/work blinker==1.4 bokeh @ file:///home/conda/feedstock_root/build_artifacts/bokeh_1602690183562/work Bottleneck @ file:///home/conda/feedstock_root/build_artifacts/bottleneck_1602497270979/work brotlipy==0.7.0 certifi==2020.6.20 certipy==0.1.3 cffi @ file:///home/conda/feedstock_root/build_artifacts/cffi_1602537222527/work chardet @ file:///home/conda/feedstock_root/build_artifacts/chardet_1602255302199/work click==7.1.2 cloudpickle @ file:///home/conda/feedstock_root/build_artifacts/cloudpickle_1598400192773/work conda==4.9.0 conda-package-handling @ file:///home/conda/feedstock_root/build_artifacts/conda-package-handling_1602876795040/work cryptography @ file:///home/conda/feedstock_root/build_artifacts/cryptography_1602614066034/work cycler==0.10.0 Cython @ file:///home/conda/feedstock_root/build_artifacts/cython_1602367295094/work cytoolz==0.11.0 dask @ file:///home/conda/feedstock_root/build_artifacts/dask-core_1602029610262/work dataclasses==0.6 decorator==4.4.2 defusedxml==0.6.0 dill @ file:///home/conda/feedstock_root/build_artifacts/dill_1592315758554/work distributed @ file:///home/conda/feedstock_root/build_artifacts/distributed_1602493192806/work entrypoints @ file:///home/conda/feedstock_root/build_artifacts/entrypoints_1602701739019/work/dist/entrypoints-0.3-py2.py3-none-any.whl fastcache @ file:///home/conda/feedstock_root/build_artifacts/fastcache_1602440434557/work fsspec @ file:///home/conda/feedstock_root/build_artifacts/fsspec_1602700749102/work future==0.18.2 gmpy2==2.1.0b1 h5py @ file:///home/conda/feedstock_root/build_artifacts/h5py_1602551890461/work HeapDict==1.0.1 idna @ file:///home/conda/feedstock_root/build_artifacts/idna_1593328102638/work imagecodecs @ file:///home/conda/feedstock_root/build_artifacts/imagecodecs_1602637304523/work imageio @ file:///home/conda/feedstock_root/build_artifacts/imageio_1594044661732/work importlib-metadata @ file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1602263269022/work ipykernel @ file:///home/conda/feedstock_root/build_artifacts/ipykernel_1602682806089/work/dist/ipykernel-5.3.4-py3-none-any.whl ipympl @ file:///home/conda/feedstock_root/build_artifacts/ipympl_1599815557260/work ipython @ file:///home/conda/feedstock_root/build_artifacts/ipython_1602640391633/work ipython-genutils==0.2.0 ipywidgets @ file:///home/conda/feedstock_root/build_artifacts/ipywidgets_1599554010055/work jedi @ file:///home/conda/feedstock_root/build_artifacts/jedi_1602395232480/work Jinja2==2.11.2 joblib @ file:///home/conda/feedstock_root/build_artifacts/joblib_1601671685479/work jovian==0.2.38 json5 @ file:///home/conda/feedstock_root/build_artifacts/json5_1600692310011/work jsonschema @ file:///home/conda/feedstock_root/build_artifacts/jsonschema_1602551949684/work jupyter-client @ file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1598486169312/work jupyter-core @ file:///home/conda/feedstock_root/build_artifacts/jupyter_core_1602537278122/work jupyter-telemetry==0.0.5 jupyteranalytics==1.1 jupyterhub @ file:///home/conda/feedstock_root/build_artifacts/jupyterhub-feedstock_1602769211934/work jupyterlab==2.2.8 jupyterlab-pygments @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_pygments_1601375948261/work jupyterlab-server @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_server_1593951277307/work kiwisolver @ file:///home/conda/feedstock_root/build_artifacts/kiwisolver_1602517217273/work llvmlite==0.34.0 locket==0.2.0 Mako @ file:///home/conda/feedstock_root/build_artifacts/mako_1595925083607/work MarkupSafe @ file:///home/conda/feedstock_root/build_artifacts/markupsafe_1602267312178/work matplotlib @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-suite_1602600751051/work mistune @ file:///home/conda/feedstock_root/build_artifacts/mistune_1602381748886/work mock @ file:///home/conda/feedstock_root/build_artifacts/mock_1602394922444/work mpmath==1.1.0 msgpack @ file:///home/conda/feedstock_root/build_artifacts/msgpack-python_1602380756791/work nbclient @ file:///home/conda/feedstock_root/build_artifacts/nbclient_1602859080374/work nbconvert @ file:///home/conda/feedstock_root/build_artifacts/nbconvert_1602715394210/work nbformat @ file:///home/conda/feedstock_root/build_artifacts/nbformat_1602732862338/work nest-asyncio @ file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1601342677072/work networkx @ file:///home/conda/feedstock_root/build_artifacts/networkx_1598210780226/work notebook @ file:///home/conda/feedstock_root/build_artifacts/notebook_1602720145052/work numba @ file:///home/conda/feedstock_root/build_artifacts/numba_1599084802945/work numexpr @ file:///home/conda/feedstock_root/build_artifacts/numexpr_1602670550279/work numpy @ file:///home/conda/feedstock_root/build_artifacts/numpy_1603047562340/work oauthlib==3.0.1 olefile @ file:///home/conda/feedstock_root/build_artifacts/olefile_1602866521163/work packaging @ file:///home/conda/feedstock_root/build_artifacts/packaging_1589925210001/work pamela==1.0.0 pandas==1.1.3 pandocfilters==1.4.2 parso @ file:///home/conda/feedstock_root/build_artifacts/parso_1595548966091/work partd==1.1.0 patsy==0.5.1 pexpect @ file:///home/conda/feedstock_root/build_artifacts/pexpect_1602535608087/work pickleshare @ file:///home/conda/feedstock_root/build_artifacts/pickleshare_1602536217715/work Pillow @ file:///home/conda/feedstock_root/build_artifacts/pillow_1602708613948/work prometheus-client @ file:///home/conda/feedstock_root/build_artifacts/prometheus_client_1590412252446/work prompt-toolkit @ file:///home/conda/feedstock_root/build_artifacts/prompt-toolkit_1602524994744/work protobuf==3.13.0 psutil @ file:///home/conda/feedstock_root/build_artifacts/psutil_1602264044857/work ptyprocess==0.6.0 pycosat @ file:///home/conda/feedstock_root/build_artifacts/pycosat_1602277853001/work pycparser @ file:///home/conda/feedstock_root/build_artifacts/pycparser_1593275161868/work pycurl==7.43.0.5 Pygments @ file:///home/conda/feedstock_root/build_artifacts/pygments_1600347314331/work PyJWT==1.7.1 pyOpenSSL==19.1.0 pyparsing==2.4.7 pyrsistent @ file:///home/conda/feedstock_root/build_artifacts/pyrsistent_1602259974442/work PySocks @ file:///home/conda/feedstock_root/build_artifacts/pysocks_1602326928339/work python-dateutil==2.8.1 python-editor==1.0.4 python-json-logger @ file:///home/conda/feedstock_root/build_artifacts/python-json-logger_1602545356084/work pytz==2020.1 PyWavelets @ file:///home/conda/feedstock_root/build_artifacts/pywavelets_1602504439440/work PyYAML==5.3.1 pyzmq==19.0.2 requests @ file:///home/conda/feedstock_root/build_artifacts/requests_1592425495151/work ruamel-yaml-conda @ file:///home/conda/feedstock_root/build_artifacts/ruamel_yaml_1602430332035/work ruamel.yaml @ file:///home/conda/feedstock_root/build_artifacts/ruamel.yaml_1602413187277/work ruamel.yaml.clib @ file:///home/conda/feedstock_root/build_artifacts/ruamel.yaml.clib_1602268861181/work scikit-image==0.17.2 scikit-learn @ file:///home/conda/feedstock_root/build_artifacts/scikit-learn_1603019818699/work scipy @ file:///home/conda/feedstock_root/build_artifacts/scipy_1602862656921/work seaborn @ file:///home/conda/feedstock_root/build_artifacts/seaborn-base_1599592695803/work Send2Trash==1.5.0 six @ file:///home/conda/feedstock_root/build_artifacts/six_1590081179328/work sortedcontainers @ file:///home/conda/feedstock_root/build_artifacts/sortedcontainers_1591999956871/work soupsieve @ file:///home/conda/feedstock_root/build_artifacts/soupsieve_1597680516047/work SQLAlchemy @ file:///home/conda/feedstock_root/build_artifacts/sqlalchemy_1602547018298/work statsmodels @ file:///home/conda/feedstock_root/build_artifacts/statsmodels_1602599909790/work sympy @ file:///home/conda/feedstock_root/build_artifacts/sympy_1602465632841/work tables==3.6.1 tblib==1.6.0 terminado @ file:///home/conda/feedstock_root/build_artifacts/terminado_1602679586280/work testpath==0.4.4 threadpoolctl @ file:///tmp/tmp79xdzxkt/threadpoolctl-2.1.0-py3-none-any.whl tifffile @ file:///home/conda/feedstock_root/build_artifacts/tifffile_1601589267960/work toolz @ file:///home/conda/feedstock_root/build_artifacts/toolz_1600973991856/work torch==1.7.0+cpu torchaudio==0.7.0 torchvision==0.8.1+cpu tornado @ file:///home/conda/feedstock_root/build_artifacts/tornado_1602488891005/work tqdm @ file:///home/conda/feedstock_root/build_artifacts/tqdm_1602171507552/work traitlets @ file:///home/conda/feedstock_root/build_artifacts/traitlets_1602771532708/work typing-extensions @ file:///home/conda/feedstock_root/build_artifacts/typing_extensions_1602702424206/work urllib3 @ file:///home/conda/feedstock_root/build_artifacts/urllib3_1603125704209/work uuid==1.30 vincent==0.4.4 wcwidth @ file:///home/conda/feedstock_root/build_artifacts/wcwidth_1600965781394/work webencodings==0.5.1 widgetsnbextension @ file:///home/conda/feedstock_root/build_artifacts/widgetsnbextension_1603129366146/work xlrd @ file:///home/conda/feedstock_root/build_artifacts/xlrd_1595712200082/work zict==2.0.0 zipp @ file:///home/conda/feedstock_root/build_artifacts/zipp_1602852756910/work

Gradient Descent and Linear Regression with PyTorch

Part 2 of "Deep Learning with Pytorch: Zero to GANs"

This tutorial series is a hands-on beginner-friendly introduction to deep learning using PyTorch, an open-source neural networks library. These tutorials take a practical and coding-focused approach. The best way to learn the material is to execute the code and experiment with it yourself. Check out the full series here:

  1. PyTorch Basics: Tensors & Gradients
  2. Gradient Descent & Linear Regression
  3. Working with Images & Logistic Regression
  4. Training Deep Neural Networks on a GPU
  5. Image Classification using Convolutional Neural Networks
  6. Data Augmentation, Regularization and ResNets
  7. Generating Images using Generative Adversarial Networks
!pip freeze > requirements.txt
!pip install -r requirements.txt
Requirement already satisfied: alembic@ file:///home/conda/feedstock_root/build_artifacts/alembic_1599849174714/work from file:///home/conda/feedstock_root/build_artifacts/alembic_1599849174714/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 1)) (1.4.3) Requirement already satisfied: argon2-cffi@ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1602546592129/work from file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1602546592129/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 2)) (20.1.0) Requirement already satisfied: async-generator==1.10 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 3)) (1.10) Requirement already satisfied: attrs@ file:///home/conda/feedstock_root/build_artifacts/attrs_1599308529326/work from file:///home/conda/feedstock_root/build_artifacts/attrs_1599308529326/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 4)) (20.2.0) Requirement already satisfied: backcall@ file:///home/conda/feedstock_root/build_artifacts/backcall_1592338393461/work from file:///home/conda/feedstock_root/build_artifacts/backcall_1592338393461/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 5)) (0.2.0) Requirement already satisfied: backports.functools-lru-cache==1.6.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 6)) (1.6.1) Requirement already satisfied: beautifulsoup4@ file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1601745390275/work from file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1601745390275/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 7)) (4.9.3) Requirement already satisfied: bleach@ file:///home/conda/feedstock_root/build_artifacts/bleach_1600454382015/work from file:///home/conda/feedstock_root/build_artifacts/bleach_1600454382015/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 8)) (3.2.1) Requirement already satisfied: blinker==1.4 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 9)) (1.4) Requirement already satisfied: bokeh@ file:///home/conda/feedstock_root/build_artifacts/bokeh_1602690183562/work from file:///home/conda/feedstock_root/build_artifacts/bokeh_1602690183562/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 10)) (2.2.2) Requirement already satisfied: Bottleneck@ file:///home/conda/feedstock_root/build_artifacts/bottleneck_1602497270979/work from file:///home/conda/feedstock_root/build_artifacts/bottleneck_1602497270979/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 11)) (1.3.2) Requirement already satisfied: brotlipy==0.7.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 12)) (0.7.0) Requirement already satisfied: certifi==2020.6.20 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 13)) (2020.6.20) Requirement already satisfied: certipy==0.1.3 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 14)) (0.1.3) Requirement already satisfied: cffi@ file:///home/conda/feedstock_root/build_artifacts/cffi_1602537222527/work from file:///home/conda/feedstock_root/build_artifacts/cffi_1602537222527/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 15)) (1.14.3) Requirement already satisfied: chardet@ file:///home/conda/feedstock_root/build_artifacts/chardet_1602255302199/work from file:///home/conda/feedstock_root/build_artifacts/chardet_1602255302199/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 16)) (3.0.4) Requirement already satisfied: click==7.1.2 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 17)) (7.1.2) Requirement already satisfied: cloudpickle@ file:///home/conda/feedstock_root/build_artifacts/cloudpickle_1598400192773/work from file:///home/conda/feedstock_root/build_artifacts/cloudpickle_1598400192773/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 18)) (1.6.0) Requirement already satisfied: conda==4.9.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 19)) (4.9.0) Requirement already satisfied: conda-package-handling@ file:///home/conda/feedstock_root/build_artifacts/conda-package-handling_1602876795040/work from file:///home/conda/feedstock_root/build_artifacts/conda-package-handling_1602876795040/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 20)) (1.7.2) Requirement already satisfied: cryptography@ file:///home/conda/feedstock_root/build_artifacts/cryptography_1602614066034/work from file:///home/conda/feedstock_root/build_artifacts/cryptography_1602614066034/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 21)) (3.1.1) Requirement already satisfied: cycler==0.10.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 22)) (0.10.0) Requirement already satisfied: Cython@ file:///home/conda/feedstock_root/build_artifacts/cython_1602367295094/work from file:///home/conda/feedstock_root/build_artifacts/cython_1602367295094/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 23)) (0.29.21) Requirement already satisfied: cytoolz==0.11.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 24)) (0.11.0) Requirement already satisfied: dask@ file:///home/conda/feedstock_root/build_artifacts/dask-core_1602029610262/work from file:///home/conda/feedstock_root/build_artifacts/dask-core_1602029610262/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 25)) (2.30.0) Requirement already satisfied: dataclasses==0.6 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 26)) (0.6) Requirement already satisfied: decorator==4.4.2 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 27)) (4.4.2) Requirement already satisfied: defusedxml==0.6.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 28)) (0.6.0) Requirement already satisfied: dill@ file:///home/conda/feedstock_root/build_artifacts/dill_1592315758554/work from file:///home/conda/feedstock_root/build_artifacts/dill_1592315758554/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 29)) (0.3.2) Requirement already satisfied: distributed@ file:///home/conda/feedstock_root/build_artifacts/distributed_1602493192806/work from file:///home/conda/feedstock_root/build_artifacts/distributed_1602493192806/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 30)) (2.30.0) Requirement already satisfied: entrypoints@ file:///home/conda/feedstock_root/build_artifacts/entrypoints_1602701739019/work/dist/entrypoints-0.3-py2.py3-none-any.whl from file:///home/conda/feedstock_root/build_artifacts/entrypoints_1602701739019/work/dist/entrypoints-0.3-py2.py3-none-any.whl in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 31)) (0.3) Requirement already satisfied: fastcache@ file:///home/conda/feedstock_root/build_artifacts/fastcache_1602440434557/work from file:///home/conda/feedstock_root/build_artifacts/fastcache_1602440434557/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 32)) (1.1.0) Requirement already satisfied: fsspec@ file:///home/conda/feedstock_root/build_artifacts/fsspec_1602700749102/work from file:///home/conda/feedstock_root/build_artifacts/fsspec_1602700749102/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 33)) (0.8.4) Requirement already satisfied: future==0.18.2 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 34)) (0.18.2) Requirement already satisfied: gmpy2==2.1.0b1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 35)) (2.1.0b1) Requirement already satisfied: h5py@ file:///home/conda/feedstock_root/build_artifacts/h5py_1602551890461/work from file:///home/conda/feedstock_root/build_artifacts/h5py_1602551890461/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 36)) (2.10.0) Requirement already satisfied: HeapDict==1.0.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 37)) (1.0.1) Requirement already satisfied: idna@ file:///home/conda/feedstock_root/build_artifacts/idna_1593328102638/work from file:///home/conda/feedstock_root/build_artifacts/idna_1593328102638/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 38)) (2.10)
Requirement already satisfied: imagecodecs@ file:///home/conda/feedstock_root/build_artifacts/imagecodecs_1602637304523/work from file:///home/conda/feedstock_root/build_artifacts/imagecodecs_1602637304523/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 39)) (2020.5.30) Requirement already satisfied: imageio@ file:///home/conda/feedstock_root/build_artifacts/imageio_1594044661732/work from file:///home/conda/feedstock_root/build_artifacts/imageio_1594044661732/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 40)) (2.9.0) Requirement already satisfied: importlib-metadata@ file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1602263269022/work from file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1602263269022/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 41)) (2.0.0) Requirement already satisfied: ipykernel@ file:///home/conda/feedstock_root/build_artifacts/ipykernel_1602682806089/work/dist/ipykernel-5.3.4-py3-none-any.whl from file:///home/conda/feedstock_root/build_artifacts/ipykernel_1602682806089/work/dist/ipykernel-5.3.4-py3-none-any.whl in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 42)) (5.3.4) Requirement already satisfied: ipympl@ file:///home/conda/feedstock_root/build_artifacts/ipympl_1599815557260/work from file:///home/conda/feedstock_root/build_artifacts/ipympl_1599815557260/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 43)) (0.5.8) Requirement already satisfied: ipython@ file:///home/conda/feedstock_root/build_artifacts/ipython_1602640391633/work from file:///home/conda/feedstock_root/build_artifacts/ipython_1602640391633/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 44)) (7.18.1) Requirement already satisfied: ipython-genutils==0.2.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 45)) (0.2.0) Requirement already satisfied: ipywidgets@ file:///home/conda/feedstock_root/build_artifacts/ipywidgets_1599554010055/work from file:///home/conda/feedstock_root/build_artifacts/ipywidgets_1599554010055/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 46)) (7.5.1) Requirement already satisfied: jedi@ file:///home/conda/feedstock_root/build_artifacts/jedi_1602395232480/work from file:///home/conda/feedstock_root/build_artifacts/jedi_1602395232480/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 47)) (0.17.2) Requirement already satisfied: Jinja2==2.11.2 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 48)) (2.11.2) Requirement already satisfied: joblib@ file:///home/conda/feedstock_root/build_artifacts/joblib_1601671685479/work from file:///home/conda/feedstock_root/build_artifacts/joblib_1601671685479/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 49)) (0.17.0) Requirement already satisfied: jovian==0.2.38 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 50)) (0.2.38) Requirement already satisfied: json5@ file:///home/conda/feedstock_root/build_artifacts/json5_1600692310011/work from file:///home/conda/feedstock_root/build_artifacts/json5_1600692310011/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 51)) (0.9.5) Requirement already satisfied: jsonschema@ file:///home/conda/feedstock_root/build_artifacts/jsonschema_1602551949684/work from file:///home/conda/feedstock_root/build_artifacts/jsonschema_1602551949684/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 52)) (3.2.0) Requirement already satisfied: jupyter-client@ file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1598486169312/work from file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1598486169312/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 53)) (6.1.7) Requirement already satisfied: jupyter-core@ file:///home/conda/feedstock_root/build_artifacts/jupyter_core_1602537278122/work from file:///home/conda/feedstock_root/build_artifacts/jupyter_core_1602537278122/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 54)) (4.6.3) Requirement already satisfied: jupyter-telemetry==0.0.5 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 55)) (0.0.5) Requirement already satisfied: jupyteranalytics==1.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 56)) (1.1) Requirement already satisfied: jupyterhub@ file:///home/conda/feedstock_root/build_artifacts/jupyterhub-feedstock_1602769211934/work from file:///home/conda/feedstock_root/build_artifacts/jupyterhub-feedstock_1602769211934/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 57)) (1.1.0) Requirement already satisfied: jupyterlab==2.2.8 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 58)) (2.2.8) Requirement already satisfied: jupyterlab-pygments@ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_pygments_1601375948261/work from file:///home/conda/feedstock_root/build_artifacts/jupyterlab_pygments_1601375948261/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 59)) (0.1.2) Requirement already satisfied: jupyterlab-server@ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_server_1593951277307/work from file:///home/conda/feedstock_root/build_artifacts/jupyterlab_server_1593951277307/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 60)) (1.2.0) Requirement already satisfied: kiwisolver@ file:///home/conda/feedstock_root/build_artifacts/kiwisolver_1602517217273/work from file:///home/conda/feedstock_root/build_artifacts/kiwisolver_1602517217273/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 61)) (1.2.0) Requirement already satisfied: llvmlite==0.34.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 62)) (0.34.0) Requirement already satisfied: locket==0.2.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 63)) (0.2.0) Requirement already satisfied: Mako@ file:///home/conda/feedstock_root/build_artifacts/mako_1595925083607/work from file:///home/conda/feedstock_root/build_artifacts/mako_1595925083607/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 64)) (1.1.3) Requirement already satisfied: MarkupSafe@ file:///home/conda/feedstock_root/build_artifacts/markupsafe_1602267312178/work from file:///home/conda/feedstock_root/build_artifacts/markupsafe_1602267312178/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 65)) (1.1.1) Requirement already satisfied: matplotlib@ file:///home/conda/feedstock_root/build_artifacts/matplotlib-suite_1602600751051/work from file:///home/conda/feedstock_root/build_artifacts/matplotlib-suite_1602600751051/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 66)) (3.3.2) Requirement already satisfied: mistune@ file:///home/conda/feedstock_root/build_artifacts/mistune_1602381748886/work from file:///home/conda/feedstock_root/build_artifacts/mistune_1602381748886/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 67)) (0.8.4) Requirement already satisfied: mock@ file:///home/conda/feedstock_root/build_artifacts/mock_1602394922444/work from file:///home/conda/feedstock_root/build_artifacts/mock_1602394922444/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 68)) (4.0.2) Requirement already satisfied: mpmath==1.1.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 69)) (1.1.0) Requirement already satisfied: msgpack@ file:///home/conda/feedstock_root/build_artifacts/msgpack-python_1602380756791/work from file:///home/conda/feedstock_root/build_artifacts/msgpack-python_1602380756791/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 70)) (1.0.0) Requirement already satisfied: nbclient@ file:///home/conda/feedstock_root/build_artifacts/nbclient_1602859080374/work from file:///home/conda/feedstock_root/build_artifacts/nbclient_1602859080374/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 71)) (0.5.1)
Requirement already satisfied: nbconvert@ file:///home/conda/feedstock_root/build_artifacts/nbconvert_1602715394210/work from file:///home/conda/feedstock_root/build_artifacts/nbconvert_1602715394210/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 72)) (6.0.7) Requirement already satisfied: nbformat@ file:///home/conda/feedstock_root/build_artifacts/nbformat_1602732862338/work from file:///home/conda/feedstock_root/build_artifacts/nbformat_1602732862338/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 73)) (5.0.8) Requirement already satisfied: nest-asyncio@ file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1601342677072/work from file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1601342677072/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 74)) (1.4.1) Requirement already satisfied: networkx@ file:///home/conda/feedstock_root/build_artifacts/networkx_1598210780226/work from file:///home/conda/feedstock_root/build_artifacts/networkx_1598210780226/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 75)) (2.5) Requirement already satisfied: notebook@ file:///home/conda/feedstock_root/build_artifacts/notebook_1602720145052/work from file:///home/conda/feedstock_root/build_artifacts/notebook_1602720145052/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 76)) (6.1.4) Requirement already satisfied: numba@ file:///home/conda/feedstock_root/build_artifacts/numba_1599084802945/work from file:///home/conda/feedstock_root/build_artifacts/numba_1599084802945/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 77)) (0.51.2) Requirement already satisfied: numexpr@ file:///home/conda/feedstock_root/build_artifacts/numexpr_1602670550279/work from file:///home/conda/feedstock_root/build_artifacts/numexpr_1602670550279/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 78)) (2.7.1) Requirement already satisfied: numpy@ file:///home/conda/feedstock_root/build_artifacts/numpy_1603047562340/work from file:///home/conda/feedstock_root/build_artifacts/numpy_1603047562340/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 79)) (1.19.2) Requirement already satisfied: oauthlib==3.0.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 80)) (3.0.1) Requirement already satisfied: olefile@ file:///home/conda/feedstock_root/build_artifacts/olefile_1602866521163/work from file:///home/conda/feedstock_root/build_artifacts/olefile_1602866521163/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 81)) (0.46) Requirement already satisfied: packaging@ file:///home/conda/feedstock_root/build_artifacts/packaging_1589925210001/work from file:///home/conda/feedstock_root/build_artifacts/packaging_1589925210001/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 82)) (20.4) Requirement already satisfied: pamela==1.0.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 83)) (1.0.0) Requirement already satisfied: pandas==1.1.3 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 84)) (1.1.3) Requirement already satisfied: pandocfilters==1.4.2 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 85)) (1.4.2) Requirement already satisfied: parso@ file:///home/conda/feedstock_root/build_artifacts/parso_1595548966091/work from file:///home/conda/feedstock_root/build_artifacts/parso_1595548966091/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 86)) (0.7.1) Requirement already satisfied: partd==1.1.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 87)) (1.1.0) Requirement already satisfied: patsy==0.5.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 88)) (0.5.1) Requirement already satisfied: pexpect@ file:///home/conda/feedstock_root/build_artifacts/pexpect_1602535608087/work from file:///home/conda/feedstock_root/build_artifacts/pexpect_1602535608087/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 89)) (4.8.0) Requirement already satisfied: pickleshare@ file:///home/conda/feedstock_root/build_artifacts/pickleshare_1602536217715/work from file:///home/conda/feedstock_root/build_artifacts/pickleshare_1602536217715/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 90)) (0.7.5) Requirement already satisfied: Pillow@ file:///home/conda/feedstock_root/build_artifacts/pillow_1602708613948/work from file:///home/conda/feedstock_root/build_artifacts/pillow_1602708613948/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 91)) (8.0.0) Requirement already satisfied: prometheus-client@ file:///home/conda/feedstock_root/build_artifacts/prometheus_client_1590412252446/work from file:///home/conda/feedstock_root/build_artifacts/prometheus_client_1590412252446/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 92)) (0.8.0) Requirement already satisfied: prompt-toolkit@ file:///home/conda/feedstock_root/build_artifacts/prompt-toolkit_1602524994744/work from file:///home/conda/feedstock_root/build_artifacts/prompt-toolkit_1602524994744/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 93)) (3.0.8) Requirement already satisfied: protobuf==3.13.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 94)) (3.13.0) Requirement already satisfied: psutil@ file:///home/conda/feedstock_root/build_artifacts/psutil_1602264044857/work from file:///home/conda/feedstock_root/build_artifacts/psutil_1602264044857/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 95)) (5.7.2) Requirement already satisfied: ptyprocess==0.6.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 96)) (0.6.0) Requirement already satisfied: pycosat@ file:///home/conda/feedstock_root/build_artifacts/pycosat_1602277853001/work from file:///home/conda/feedstock_root/build_artifacts/pycosat_1602277853001/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 97)) (0.6.3) Requirement already satisfied: pycparser@ file:///home/conda/feedstock_root/build_artifacts/pycparser_1593275161868/work from file:///home/conda/feedstock_root/build_artifacts/pycparser_1593275161868/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 98)) (2.20) Requirement already satisfied: pycurl==7.43.0.5 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 99)) (7.43.0.5) Requirement already satisfied: Pygments@ file:///home/conda/feedstock_root/build_artifacts/pygments_1600347314331/work from file:///home/conda/feedstock_root/build_artifacts/pygments_1600347314331/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 100)) (2.7.1) Requirement already satisfied: PyJWT==1.7.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 101)) (1.7.1) Requirement already satisfied: pyOpenSSL==19.1.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 102)) (19.1.0) Requirement already satisfied: pyparsing==2.4.7 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 103)) (2.4.7) Requirement already satisfied: pyrsistent@ file:///home/conda/feedstock_root/build_artifacts/pyrsistent_1602259974442/work from file:///home/conda/feedstock_root/build_artifacts/pyrsistent_1602259974442/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 104)) (0.17.3) Requirement already satisfied: PySocks@ file:///home/conda/feedstock_root/build_artifacts/pysocks_1602326928339/work from file:///home/conda/feedstock_root/build_artifacts/pysocks_1602326928339/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 105)) (1.7.1) Requirement already satisfied: python-dateutil==2.8.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 106)) (2.8.1) Requirement already satisfied: python-editor==1.0.4 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 107)) (1.0.4) Requirement already satisfied: python-json-logger@ file:///home/conda/feedstock_root/build_artifacts/python-json-logger_1602545356084/work from file:///home/conda/feedstock_root/build_artifacts/python-json-logger_1602545356084/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 108)) (2.0.1) Requirement already satisfied: pytz==2020.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 109)) (2020.1) Requirement already satisfied: PyWavelets@ file:///home/conda/feedstock_root/build_artifacts/pywavelets_1602504439440/work from file:///home/conda/feedstock_root/build_artifacts/pywavelets_1602504439440/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 110)) (1.1.1) Requirement already satisfied: PyYAML==5.3.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 111)) (5.3.1) Requirement already satisfied: pyzmq==19.0.2 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 112)) (19.0.2)
Requirement already satisfied: requests@ file:///home/conda/feedstock_root/build_artifacts/requests_1592425495151/work from file:///home/conda/feedstock_root/build_artifacts/requests_1592425495151/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 113)) (2.24.0) Requirement already satisfied: ruamel-yaml-conda@ file:///home/conda/feedstock_root/build_artifacts/ruamel_yaml_1602430332035/work from file:///home/conda/feedstock_root/build_artifacts/ruamel_yaml_1602430332035/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 114)) (0.15.80) Requirement already satisfied: ruamel.yaml@ file:///home/conda/feedstock_root/build_artifacts/ruamel.yaml_1602413187277/work from file:///home/conda/feedstock_root/build_artifacts/ruamel.yaml_1602413187277/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 115)) (0.16.12) Requirement already satisfied: ruamel.yaml.clib@ file:///home/conda/feedstock_root/build_artifacts/ruamel.yaml.clib_1602268861181/work from file:///home/conda/feedstock_root/build_artifacts/ruamel.yaml.clib_1602268861181/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 116)) (0.2.2) Requirement already satisfied: scikit-image==0.17.2 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 117)) (0.17.2) Requirement already satisfied: scikit-learn@ file:///home/conda/feedstock_root/build_artifacts/scikit-learn_1603019818699/work from file:///home/conda/feedstock_root/build_artifacts/scikit-learn_1603019818699/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 118)) (0.23.2) Requirement already satisfied: scipy@ file:///home/conda/feedstock_root/build_artifacts/scipy_1602862656921/work from file:///home/conda/feedstock_root/build_artifacts/scipy_1602862656921/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 119)) (1.5.2) Requirement already satisfied: seaborn@ file:///home/conda/feedstock_root/build_artifacts/seaborn-base_1599592695803/work from file:///home/conda/feedstock_root/build_artifacts/seaborn-base_1599592695803/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 120)) (0.11.0) Requirement already satisfied: Send2Trash==1.5.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 121)) (1.5.0) Requirement already satisfied: six@ file:///home/conda/feedstock_root/build_artifacts/six_1590081179328/work from file:///home/conda/feedstock_root/build_artifacts/six_1590081179328/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 122)) (1.15.0) Requirement already satisfied: sortedcontainers@ file:///home/conda/feedstock_root/build_artifacts/sortedcontainers_1591999956871/work from file:///home/conda/feedstock_root/build_artifacts/sortedcontainers_1591999956871/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 123)) (2.2.2) Requirement already satisfied: soupsieve@ file:///home/conda/feedstock_root/build_artifacts/soupsieve_1597680516047/work from file:///home/conda/feedstock_root/build_artifacts/soupsieve_1597680516047/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 124)) (2.0.1) Requirement already satisfied: SQLAlchemy@ file:///home/conda/feedstock_root/build_artifacts/sqlalchemy_1602547018298/work from file:///home/conda/feedstock_root/build_artifacts/sqlalchemy_1602547018298/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 125)) (1.3.20) Requirement already satisfied: statsmodels@ file:///home/conda/feedstock_root/build_artifacts/statsmodels_1602599909790/work from file:///home/conda/feedstock_root/build_artifacts/statsmodels_1602599909790/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 126)) (0.12.0) Requirement already satisfied: sympy@ file:///home/conda/feedstock_root/build_artifacts/sympy_1602465632841/work from file:///home/conda/feedstock_root/build_artifacts/sympy_1602465632841/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 127)) (1.6.2) Requirement already satisfied: tables==3.6.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 128)) (3.6.1) Requirement already satisfied: tblib==1.6.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 129)) (1.6.0) Requirement already satisfied: terminado@ file:///home/conda/feedstock_root/build_artifacts/terminado_1602679586280/work from file:///home/conda/feedstock_root/build_artifacts/terminado_1602679586280/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 130)) (0.9.1) Requirement already satisfied: testpath==0.4.4 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 131)) (0.4.4) Requirement already satisfied: threadpoolctl@ file:///tmp/tmp79xdzxkt/threadpoolctl-2.1.0-py3-none-any.whl from file:///tmp/tmp79xdzxkt/threadpoolctl-2.1.0-py3-none-any.whl in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 132)) (2.1.0) Requirement already satisfied: tifffile@ file:///home/conda/feedstock_root/build_artifacts/tifffile_1601589267960/work from file:///home/conda/feedstock_root/build_artifacts/tifffile_1601589267960/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 133)) (2020.10.1) Requirement already satisfied: toolz@ file:///home/conda/feedstock_root/build_artifacts/toolz_1600973991856/work from file:///home/conda/feedstock_root/build_artifacts/toolz_1600973991856/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 134)) (0.11.1) Requirement already satisfied: torch==1.7.0+cpu in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 135)) (1.7.0+cpu) Requirement already satisfied: torchaudio==0.7.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 136)) (0.7.0) Requirement already satisfied: torchvision==0.8.1+cpu in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 137)) (0.8.1+cpu) Requirement already satisfied: tornado@ file:///home/conda/feedstock_root/build_artifacts/tornado_1602488891005/work from file:///home/conda/feedstock_root/build_artifacts/tornado_1602488891005/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 138)) (6.0.4) Requirement already satisfied: tqdm@ file:///home/conda/feedstock_root/build_artifacts/tqdm_1602171507552/work from file:///home/conda/feedstock_root/build_artifacts/tqdm_1602171507552/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 139)) (4.50.2) Requirement already satisfied: traitlets@ file:///home/conda/feedstock_root/build_artifacts/traitlets_1602771532708/work from file:///home/conda/feedstock_root/build_artifacts/traitlets_1602771532708/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 140)) (5.0.5) Requirement already satisfied: typing-extensions@ file:///home/conda/feedstock_root/build_artifacts/typing_extensions_1602702424206/work from file:///home/conda/feedstock_root/build_artifacts/typing_extensions_1602702424206/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 141)) (3.7.4.3) Requirement already satisfied: urllib3@ file:///home/conda/feedstock_root/build_artifacts/urllib3_1603125704209/work from file:///home/conda/feedstock_root/build_artifacts/urllib3_1603125704209/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 142)) (1.25.11) Requirement already satisfied: uuid==1.30 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 143)) (1.30) Requirement already satisfied: vincent==0.4.4 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 144)) (0.4.4) Requirement already satisfied: wcwidth@ file:///home/conda/feedstock_root/build_artifacts/wcwidth_1600965781394/work from file:///home/conda/feedstock_root/build_artifacts/wcwidth_1600965781394/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 145)) (0.2.5) Requirement already satisfied: webencodings==0.5.1 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 146)) (0.5.1) Requirement already satisfied: widgetsnbextension@ file:///home/conda/feedstock_root/build_artifacts/widgetsnbextension_1603129366146/work from file:///home/conda/feedstock_root/build_artifacts/widgetsnbextension_1603129366146/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 147)) (3.5.1) Requirement already satisfied: xlrd@ file:///home/conda/feedstock_root/build_artifacts/xlrd_1595712200082/work from file:///home/conda/feedstock_root/build_artifacts/xlrd_1595712200082/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 148)) (1.2.0) Requirement already satisfied: zict==2.0.0 in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 149)) (2.0.0) Requirement already satisfied: zipp@ file:///home/conda/feedstock_root/build_artifacts/zipp_1602852756910/work from file:///home/conda/feedstock_root/build_artifacts/zipp_1602852756910/work in /opt/conda/lib/python3.8/site-packages (from -r requirements.txt (line 150)) (3.3.1) Requirement already satisfied: setuptools in /opt/conda/lib/python3.8/site-packages (from distributed@ file:///home/conda/feedstock_root/build_artifacts/distributed_1602493192806/work->-r requirements.txt (line 30)) (49.6.0.post20201009)

This tutorial covers the following topics:

  • Introduction to linear regression and gradient descent
  • Implementing a linear regression model using PyTorch tensors
  • Training a linear regression model using the gradient descent algorithm
  • Implementing gradient descent and linear regression using PyTorch built-in