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GitHub / PacktPublishing / Machine-Learning-Engineering-with-Python-Second-Edition

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PacktPublishing%2FMachine-Learning-Engineering-with-Python-Second-Edition

Stars: 136
Forks: 92
Open Issues: 44

License: mit
Language: HTML
Repo Size: 22.3 MB
Dependencies: 2,202

Created: over 1 year ago
Updated: about 2 months ago
Last pushed: 3 months ago
Last synced: about 2 months ago

Files

Readme

Dependencies

Chapter08/train/requirements.txt pypi

CacheControl ==0.12.11
Cython ==0.29.33
Flask ==2.2.3
GitPython ==3.1.31
Jinja2 ==3.1.2
LunarCalendar ==0.0.9
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.2
Pillow ==9.4.0
PyJWT ==2.6.0
PyMeeus ==0.5.12
PyYAML ==6.0
Pygments ==2.14.0
SQLAlchemy ==2.0.9
Send2Trash ==1.8.0
Werkzeug ==2.2.3
aiohttp ==3.8.4
aiosignal ==1.3.1
alembic ==1.10.3
anyio ==3.6.2
appdirs ==1.4.4
appnope ==0.1.3
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
asttokens ==2.2.1
async-timeout ==4.0.2
attrs ==22.2.0
beautifulsoup4 ==4.12.0
bleach ==6.0.0
build ==0.10.0
certifi ==2022.12.7
cffi ==1.15.1
charset-normalizer ==3.1.0
cleo ==2.0.1
click ==8.1.3
cloudpickle ==2.2.1
cmdstanpy ==1.1.0
comm ==0.1.3
contourpy ==1.0.7
convertdate ==2.4.0
crashtest ==0.4.1
cycler ==0.11.0
databricks-cli ==0.17.6
debugpy ==1.6.6
decorator ==5.1.1
defusedxml ==0.7.1
distlib ==0.3.6
docker ==6.0.1
dulwich ==0.21.3
eackcall ==0.2.0
entrypoints ==0.4
ephem ==4.1.4
executing ==1.2.0
fastjsonschema ==2.16.3
filelock ==3.10.3
fonttools ==4.39.2
fqdn ==1.5.1
frozenlist ==1.3.3
gitdb ==4.0.10
gunicorn ==20.1.0
hijri-converter ==2.2.4
holidays ==0.21.13
html5lib ==1.1
idna ==3.4
imbalanced-learn ==0.10.1
imblearn ==0.0
importlib-metadata ==6.1.0
installer ==0.7.0
ipykernel ==6.22.0
ipython ==8.11.0
ipython-genutils ==0.2.0
isoduration ==20.11.0
itsdangerous ==2.1.2
jaraco.classes ==3.2.3
jedi ==0.18.2
joblib ==1.2.0
jsonpointer ==2.3
jsonschema ==4.17.3
jupyter-events ==0.6.3
jupyter_client ==8.1.0
jupyter_core ==5.3.0
jupyter_server ==2.5.0
jupyter_server_terminals ==0.4.4
jupyterlab-pygments ==0.2.2
kaggle ==1.5.13
keyring ==23.13.1
kiwisolver ==1.4.4
korean-lunar-calendar ==0.3.1
llvmlite ==0.39.1
lockfile ==0.12.2
marshmallow ==3.19.0
matplotlib ==3.7.1
matplotlib-inline ==0.1.6
mistune ==2.0.5
mlflow ==2.2.2
more-itertools ==9.1.0
msgpack ==1.0.5
multidict ==6.0.4
nbclassic ==0.5.3
nbclient ==0.7.2
nbconvert ==7.2.10
nbformat ==5.8.0
nest-asyncio ==1.5.6
notebook ==6.5.3
notebook_shim ==0.2.2
numba ==0.56.4
numpy ==1.23.5
oauthlib ==3.2.2
packaging ==23.0
pandas ==1.5.3
pandocfilters ==1.5.0
parso ==0.8.3
pexpect ==4.8.0
pickleshare ==0.7.5
pkginfo ==1.9.6
platformdirs ==2.6.2
poetry ==1.4.1
poetry-core ==1.5.2
poetry-plugin-export ==1.3.0
prometheus-client ==0.16.0
prompt-toolkit ==3.0.38
prophet ==1.1.2
protobuf ==4.22.1
psutil ==5.9.4
ptyprocess ==0.7.0
pure-eval ==0.2.2
pyarrow ==11.0.0
pycparser ==2.21
pyparsing ==3.0.9
pyproject_hooks ==1.0.0
pyrsistent ==0.19.3
python-dateutil ==2.8.2
python-json-logger ==2.0.7
python-slugify ==8.0.1
pytz ==2022.7.1
pyzmq ==25.0.2
querystring-parser ==1.2.4
rapidfuzz ==2.13.7
requests ==2.28.2
requests-toolbelt ==0.10.1
rfc3339-validator ==0.1.4
rfc3986-validator ==0.1.1
scikit-learn ==1.2.2
scipy ==1.10.1
shap ==0.41.0
shellingham ==1.5.0.post1
six ==1.16.0
slicer ==0.0.7
smmap ==5.0.0
sniffio ==1.3.0
soupsieve ==2.4
sqlparse ==0.4.3
stack-data ==0.6.2
tabulate ==0.9.0
terminado ==0.17.1
text-unidecode ==1.3
threadpoolctl ==3.1.0
tinycss2 ==1.2.1
tomli ==2.0.1
tomlkit ==0.11.6
tornado ==6.2
tqdm ==4.65.0
traitlets ==5.9.0
trove-classifiers ==2023.3.9
typing_extensions ==4.5.0
uri-template ==1.2.0
urllib3 ==1.26.15
virtualenv ==20.21.0
wcwidth ==0.2.6
webargs ==8.2.0
webcolors ==1.12
webencodings ==0.5.1
websocket-client ==1.5.1
xattr ==0.10.1
yarl ==1.8.2
zipp ==3.15.0

Chapter09/requirements.txt pypi

Babel ==2.12.1
ConfigUpdater ==3.1.1
Deprecated ==1.2.14
Flask ==2.2.5
Flask-AppBuilder ==4.3.3
Flask-Babel ==2.0.0
Flask-Caching ==2.0.2
Flask-JWT-Extended ==4.5.2
Flask-Limiter ==3.4.1
Flask-Login ==0.6.2
Flask-SQLAlchemy ==2.5.1
Flask-Session ==0.5.0
Flask-WTF ==1.1.1
Jinja2 ==3.1.2
Mako ==1.2.4
Markdown ==3.4.4
MarkupSafe ==2.1.3
PyJWT ==2.8.0
PyYAML ==6.0.1
Pygments ==2.16.1
SQLAlchemy ==1.4.49
SQLAlchemy-JSONField ==1.0.1.post0
SQLAlchemy-Utils ==0.41.1
WTForms ==3.0.1
Werkzeug ==2.2.3
aiohttp ==3.8.5
aiosignal ==1.3.1
alembic ==1.11.3
anyio ==3.7.1
apache-airflow ==2.7.0
apache-airflow-providers-apache-spark ==4.1.3
apache-airflow-providers-common-sql ==1.7.0
apache-airflow-providers-ftp ==3.5.0
apache-airflow-providers-http ==4.5.0
apache-airflow-providers-imap ==3.3.0
apache-airflow-providers-sqlite ==3.4.3
apispec ==6.3.0
argcomplete ==3.1.1
asgiref ==3.7.2
async-timeout ==4.0.3
attrs ==23.1.0
backoff ==2.2.1
blinker ==1.6.2
cachelib ==0.9.0
cattrs ==23.1.2
certifi ==2023.7.22
cffi ==1.15.1
charset-normalizer ==3.2.0
click ==8.1.7
clickclick ==20.10.2
colorama ==0.4.6
colorlog ==4.8.0
connexion ==2.14.2
cron-descriptor ==1.4.0
croniter ==1.4.1
cryptography ==41.0.3
dataclasses-json ==0.5.14
datasets ==2.14.4
dill ==0.3.7
dnspython ==2.4.2
docutils ==0.20.1
email-validator ==1.3.1
exceptiongroup ==1.1.3
filelock ==3.12.2
frozenlist ==1.4.0
fsspec ==2023.6.0
google-re2 ==1.1
googleapis-common-protos ==1.60.0
graphviz ==0.20.1
grpcio ==1.57.0
gunicorn ==21.2.0
h11 ==0.14.0
httpcore ==0.17.3
httpx ==0.24.1
huggingface-hub ==0.16.4
idna ==3.4
importlib-resources ==6.0.1
inflection ==0.5.1
itsdangerous ==2.1.2
joblib ==1.3.2
jsonschema ==4.19.0
jsonschema-specifications ==2023.7.1
langchain ==0.0.274
langsmith ==0.0.26
lazy-object-proxy ==1.9.0
limits ==3.5.0
linkify-it-py ==2.0.2
lockfile ==0.12.2
markdown-it-py ==3.0.0
marshmallow ==3.20.1
marshmallow-oneofschema ==3.0.1
marshmallow-sqlalchemy ==0.26.1
mdit-py-plugins ==0.4.0
mdurl ==0.1.2
multidict ==6.0.4
multiprocess ==0.70.15
mypy-extensions ==1.0.0
numexpr ==2.8.5
numpy ==1.25.2
openai ==0.27.9
opentelemetry-api ==1.15.0
opentelemetry-exporter-otlp ==1.15.0
opentelemetry-exporter-otlp-proto-grpc ==1.15.0
opentelemetry-exporter-otlp-proto-http ==1.15.0
opentelemetry-proto ==1.15.0
opentelemetry-sdk ==1.15.0
opentelemetry-semantic-conventions ==0.36b0
ordered-set ==4.1.0
packaging ==23.1
pandas ==2.0.3
pathspec ==0.11.2
pendulum ==2.1.2
pluggy ==1.3.0
prison ==0.2.1
protobuf ==4.24.2
psutil ==5.9.5
py4j ==0.10.9.7
pyarrow ==13.0.0
pycparser ==2.21
pydantic ==1.10.12
pyspark ==3.4.1
python-daemon ==3.0.1
python-dateutil ==2.8.2
python-nvd3 ==0.15.0
python-slugify ==8.0.1
pytz ==2023.3
pytzdata ==2020.1
referencing ==0.30.2
regex ==2023.8.8
requests ==2.31.0
requests-toolbelt ==1.0.0
rfc3339-validator ==0.1.4
rich ==13.5.2
rich-argparse ==1.3.0
rpds-py ==0.9.2
safetensors ==0.3.3
scikit-learn ==1.3.0
scipy ==1.11.2
setproctitle ==1.3.2
six ==1.16.0
sniffio ==1.3.0
sqlparse ==0.4.4
tabulate ==0.9.0
tenacity ==8.2.3
termcolor ==2.3.0
text-unidecode ==1.3
threadpoolctl ==3.2.0
tokenizers ==0.13.3
tqdm ==4.66.1
transformers ==4.32.0
typing-inspect ==0.9.0
typing_extensions ==4.7.1
tzdata ==2023.3
uc-micro-py ==1.0.2
unicodecsv ==0.14.1
urllib3 ==2.0.4
wrapt ==1.15.0
xxhash ==3.3.0
yarl ==1.9.2

.github/workflows/github-actions-basic.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite

Chapter05/microservices/mlewp2-web-service/app/Dockerfile docker

python 3.10-slim build

Chapter06/microservices/mlewp-sam-ml-api/app/Dockerfile docker

public.ecr.aws/lambda/python 3.10 build

Chapter01/requirements.txt pypi

CacheControl ==0.12.11
Cython ==0.29.33
Jinja2 ==3.1.2
LunarCalendar ==0.0.9
MarkupSafe ==2.1.2
Pillow ==9.4.0
PyMeeus ==0.5.12
PyYAML ==6.0
Pygments ==2.14.0
Send2Trash ==1.8.0
aiohttp ==3.8.4
aiosignal ==1.3.1
anyio ==3.6.2
appdirs ==1.4.4
appnope ==0.1.3
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
asttokens ==2.2.1
async-timeout ==4.0.2
attrs ==22.2.0
backcall ==0.2.0
beautifulsoup4 ==4.12.0
bleach ==6.0.0
build ==0.10.0
certifi ==2022.12.7
cffi ==1.15.1
charset-normalizer ==3.1.0
cleo ==2.0.1
cmdstanpy ==1.1.0
comm ==0.1.3
contourpy ==1.0.7
convertdate ==2.4.0
crashtest ==0.4.1
cycler ==0.11.0
debugpy ==1.6.6
decorator ==5.1.1
defusedxml ==0.7.1
distlib ==0.3.6
dulwich ==0.21.3
ephem ==4.1.4
executing ==1.2.0
fastjsonschema ==2.16.3
filelock ==3.10.3
fonttools ==4.39.2
fqdn ==1.5.1
frozenlist ==1.3.3
hijri-converter ==2.2.4
holidays ==0.21.13
html5lib ==1.1
idna ==3.4
imbalanced-learn ==0.10.1
imblearn ==0.0
importlib-metadata ==6.1.0
installer ==0.7.0
ipykernel ==6.22.0
ipython ==8.11.0
ipython-genutils ==0.2.0
isoduration ==20.11.0
jaraco.classes ==3.2.3
jedi ==0.18.2
joblib ==1.2.0
jsonpointer ==2.3
jsonschema ==4.17.3
jupyter-events ==0.6.3
jupyter_client ==8.1.0
jupyter_core ==5.3.0
jupyter_server ==2.5.0
jupyter_server_terminals ==0.4.4
jupyterlab-pygments ==0.2.2
kaggle ==1.5.13
keyring ==23.13.1
kiwisolver ==1.4.4
korean-lunar-calendar ==0.3.1
lockfile ==0.12.2
marshmallow ==3.19.0
matplotlib ==3.7.1
matplotlib-inline ==0.1.6
mistune ==2.0.5
more-itertools ==9.1.0
msgpack ==1.0.5
multidict ==6.0.4
nbclassic ==0.5.3
nbclient ==0.7.2
nbconvert ==7.2.10
nbformat ==5.8.0
nest-asyncio ==1.5.6
notebook ==6.5.3
notebook_shim ==0.2.2
numpy ==1.24.2
packaging ==23.0
pandas ==1.5.3
pandocfilters ==1.5.0
parso ==0.8.3
pexpect ==4.8.0
pickleshare ==0.7.5
pkginfo ==1.9.6
platformdirs ==2.6.2
poetry ==1.4.1
poetry-core ==1.5.2
poetry-plugin-export ==1.3.0
prometheus-client ==0.16.0
prompt-toolkit ==3.0.38
prophet ==1.1.2
psutil ==5.9.4
ptyprocess ==0.7.0
pure-eval ==0.2.2
pycparser ==2.21
pyparsing ==3.0.9
pyproject_hooks ==1.0.0
pyrsistent ==0.19.3
python-dateutil ==2.8.2
python-json-logger ==2.0.7
python-slugify ==8.0.1
pytz ==2022.7.1
pyzmq ==25.0.2
rapidfuzz ==2.13.7
requests ==2.28.2
requests-toolbelt ==0.10.1
rfc3339-validator ==0.1.4
rfc3986-validator ==0.1.1
scikit-learn ==1.2.2
scipy ==1.10.1
shellingham ==1.5.0.post1
six ==1.16.0
sniffio ==1.3.0
soupsieve ==2.4
stack-data ==0.6.2
terminado ==0.17.1
text-unidecode ==1.3
threadpoolctl ==3.1.0
tinycss2 ==1.2.1
tomli ==2.0.1
tomlkit ==0.11.6
tornado ==6.2
tqdm ==4.65.0
traitlets ==5.9.0
trove-classifiers ==2023.3.9
uri-template ==1.2.0
urllib3 ==1.26.15
virtualenv ==20.21.0
wcwidth ==0.2.6
webargs ==8.2.0
webcolors ==1.12
webencodings ==0.5.1
websocket-client ==1.5.1
xattr ==0.10.1
yarl ==1.8.2
zipp ==3.15.0

Chapter02/requirements.txt pypi

CacheControl ==0.12.11
Cython ==0.29.33
Jinja2 ==3.1.2
LunarCalendar ==0.0.9
MarkupSafe ==2.1.2
Pillow ==9.4.0
PyMeeus ==0.5.12
PyYAML ==6.0
Pygments ==2.14.0
Send2Trash ==1.8.0
aiohttp ==3.8.4
aiosignal ==1.3.1
anyio ==3.6.2
appdirs ==1.4.4
appnope ==0.1.3
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
asttokens ==2.2.1
async-timeout ==4.0.2
attrs ==22.2.0
backcall ==0.2.0
beautifulsoup4 ==4.12.0
bleach ==6.0.0
build ==0.10.0
certifi ==2022.12.7
cffi ==1.15.1
charset-normalizer ==3.1.0
cleo ==2.0.1
cmdstanpy ==1.1.0
comm ==0.1.3
contourpy ==1.0.7
convertdate ==2.4.0
crashtest ==0.4.1
cycler ==0.11.0
debugpy ==1.6.6
decorator ==5.1.1
defusedxml ==0.7.1
distlib ==0.3.6
dulwich ==0.21.3
ephem ==4.1.4
exceptiongroup ==1.1.1
executing ==1.2.0
fastjsonschema ==2.16.3
filelock ==3.10.3
fonttools ==4.39.2
fqdn ==1.5.1
frozenlist ==1.3.3
hijri-converter ==2.2.4
holidays ==0.21.13
html5lib ==1.1
huggingface-hub ==0.13.4
idna ==3.4
imbalanced-learn ==0.10.1
imblearn ==0.0
importlib-metadata ==6.1.0
iniconfig ==2.0.0
installer ==0.7.0
ipykernel ==6.22.0
ipython ==8.11.0
ipython-genutils ==0.2.0
isoduration ==20.11.0
jaraco.classes ==3.2.3
jedi ==0.18.2
joblib ==1.2.0
jsonpointer ==2.3
jsonschema ==4.17.3
jupyter-events ==0.6.3
jupyter_client ==8.1.0
jupyter_core ==5.3.0
jupyter_server ==2.5.0
jupyter_server_terminals ==0.4.4
jupyterlab-pygments ==0.2.2
kaggle ==1.5.13
keyring ==23.13.1
kiwisolver ==1.4.4
korean-lunar-calendar ==0.3.1
lockfile ==0.12.2
marshmallow ==3.19.0
matplotlib ==3.7.1
matplotlib-inline ==0.1.6
mistune ==2.0.5
more-itertools ==9.1.0
msgpack ==1.0.5
multidict ==6.0.4
nbclassic ==0.5.3
nbclient ==0.7.2
nbconvert ==7.2.10
nbformat ==5.8.0
nest-asyncio ==1.5.6
notebook ==6.5.3
notebook_shim ==0.2.2
numpy ==1.24.2
packaging ==23.0
pandas ==1.5.3
pandocfilters ==1.5.0
parso ==0.8.3
pexpect ==4.8.0
pickleshare ==0.7.5
pkginfo ==1.9.6
platformdirs ==2.6.2
pluggy ==1.0.0
poetry ==1.4.1
poetry-core ==1.5.2
poetry-plugin-export ==1.3.0
prometheus-client ==0.16.0
prompt-toolkit ==3.0.38
prophet ==1.1.2
psutil ==5.9.4
ptyprocess ==0.7.0
pure-eval ==0.2.2
pycparser ==2.21
pyparsing ==3.0.9
pyproject_hooks ==1.0.0
pyrsistent ==0.19.3
pytest ==7.3.1
python-dateutil ==2.8.2
python-json-logger ==2.0.7
python-slugify ==8.0.1
pytz ==2022.7.1
pyzmq ==25.0.2
rapidfuzz ==2.13.7
requests ==2.28.2
requests-toolbelt ==0.10.1
rfc3339-validator ==0.1.4
rfc3986-validator ==0.1.1
scikit-learn ==1.2.2
scipy ==1.10.1
shellingham ==1.5.0.post1
six ==1.16.0
sniffio ==1.3.0
soupsieve ==2.4
stack-data ==0.6.2
terminado ==0.17.1
text-unidecode ==1.3
threadpoolctl ==3.1.0
tinycss2 ==1.2.1
tomli ==2.0.1
tomlkit ==0.11.6
tornado ==6.2
tqdm ==4.65.0
traitlets ==5.9.0
trove-classifiers ==2023.3.9
typing_extensions ==4.5.0
uri-template ==1.2.0
urllib3 ==1.26.15
virtualenv ==20.21.0
wcwidth ==0.2.6
webargs ==8.2.0
webcolors ==1.12
webencodings ==0.5.1
websocket-client ==1.5.1
xattr ==0.10.1
yarl ==1.8.2
zipp ==3.15.0

Chapter03/requirements.txt pypi

ConfigSpace ==0.4.21
Cython ==0.29.34
Flask ==2.3.1
GitPython ==3.1.31
Jinja2 ==3.1.2
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.2
Pillow ==9.5.0
PyJWT ==2.6.0
PyWavelets ==1.4.1
PyYAML ==6.0
SQLAlchemy ==2.0.11
Send2Trash ==1.8.2
Werkzeug ==2.3.2
absl-py ==1.4.0
alembic ==1.10.4
alibi-detect ==0.11.2
anyio ==3.6.2
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
astunparse ==1.6.3
attrs ==23.1.0
auto-sklearn ==0.15.0
beautifulsoup4 ==4.12.2
bleach ==6.0.0
blinker ==1.6.2
cachetools ==5.3.0
catalogue ==2.0.8
certifi ==2022.12.7
cffi ==1.15.1
charset-normalizer ==3.1.0
click ==8.1.3
cloudpickle ==2.2.1
cmaes ==0.9.1
colorlog ==6.7.0
contourpy ==1.0.7
cycler ==0.11.0
dask ==2023.4.1
databricks-cli ==0.17.6
defusedxml ==0.7.1
dill ==0.3.6
distributed ==2023.4.1
distro ==1.8.0
docker ==6.0.1
emcee ==3.1.4
entrypoints ==0.4
evidently ==0.3.1
fastjsonschema ==2.16.3
filelock ==3.12.0
flatbuffers ==23.3.3
fonttools ==4.39.3
fqdn ==1.5.1
fsspec ==2023.4.0
future ==0.18.3
gast ==0.4.0
gitdb ==4.0.10
google-auth ==2.17.3
google-auth-oauthlib ==1.0.0
google-pasta ==0.2.0
grpcio ==1.54.0
gunicorn ==20.1.0
h5py ==3.8.0
huggingface-hub ==0.14.1
hyperopt ==0.2.7
idna ==3.4
imageio ==2.28.0
ipython-genutils ==0.2.0
isoduration ==20.11.0
itsdangerous ==2.1.2
jax ==0.4.8
joblib ==1.2.0
jsonpointer ==2.3
jsonschema ==4.17.3
jupyter-events ==0.6.3
jupyter_server ==2.5.0
jupyter_server_terminals ==0.4.4
jupyterlab-pygments ==0.2.2
keras ==2.12.0
kiwisolver ==1.4.4
lazy_loader ==0.2
liac-arff ==2.5.0
libclang ==16.0.0
llvmlite ==0.39.1
locket ==1.0.0
matplotlib ==3.7.1
mistune ==2.0.5
ml-dtypes ==0.1.0
mlflow ==2.3.1
msgpack ==1.0.5
nbclassic ==0.5.6
nbclient ==0.7.4
nbconvert ==7.3.1
nbformat ==5.8.0
networkx ==3.1
nltk ==3.8.1
notebook ==6.5.4
notebook_shim ==0.2.3
numba ==0.56.4
numpy ==1.23.5
oauthlib ==3.2.2
opencv-python ==4.7.0.72
opt-einsum ==3.3.0
optuna ==3.1.1
pandas ==2.0.1
pandocfilters ==1.5.0
partd ==1.4.0
patsy ==0.5.3
plotly ==5.14.1
prometheus-client ==0.16.0
protobuf ==4.22.3
py4j ==0.10.9.7
pyarrow ==11.0.0
pyasn1 ==0.5.0
pyasn1-modules ==0.3.0
pycparser ==2.21
pydantic ==1.10.7
pynisher ==0.6.4
pynndescent ==0.5.10
pyparsing ==3.0.9
pyrfr ==0.8.3
pyrsistent ==0.19.3
python-json-logger ==2.0.7
pytz ==2023.3
querystring-parser ==1.2.4
regex ==2023.3.23
requests ==2.29.0
requests-oauthlib ==1.3.1
rfc3339-validator ==0.1.4
rfc3986-validator ==0.1.1
rsa ==4.9
scikit-image ==0.20.0
scikit-learn ==0.24.2
scipy ==1.10.1
smac ==1.2
smmap ==5.0.0
sniffio ==1.3.0
sortedcontainers ==2.4.0
soupsieve ==2.4.1
sqlparse ==0.4.4
statsmodels ==0.13.5
tabulate ==0.9.0
tblib ==1.7.0
tenacity ==8.2.2
tensorboard ==2.12.2
tensorboard-data-server ==0.7.0
tensorboard-plugin-wit ==1.8.1
tensorflow-estimator ==2.12.0
tensorflow-macos ==2.12.0
tensorflow-metal ==0.8.0
termcolor ==2.3.0
terminado ==0.17.1
threadpoolctl ==3.1.0
tifffile ==2023.4.12
tinycss2 ==1.2.1
tokenizers ==0.13.3
toml ==0.10.2
toolz ==0.12.0
tornado ==6.3.1
tqdm ==4.65.0
transformers ==4.28.1
tzdata ==2023.3
umap-learn ==0.5.3
uri-template ==1.2.0
urllib3 ==1.26.15
webcolors ==1.13
webencodings ==0.5.1
websocket-client ==1.5.1
wrapt ==1.14.1
zict ==3.0.0

Chapter04/outlier_package/setup.py pypi

Chapter04/my-ml-package/pyproject.toml pypi

python ^3.10

Chapter04/outlier_package/requirements.txt pypi

numpy =1.19.2
pytest ==5.3.2
pytest-cov ==2.8.1
scikit-learn =0.23.2

Chapter05/reaching_zen/pyproject.toml pypi

python >=3.9,<3.11
zenml ^0.33.0

Chapter05/reaching_zen/reaching_zen/requirements.txt pypi

scikit-learn *
zenml *

Chapter04/outlier_package/environment.yml pypi

click ==8.1.7
dparse ==0.6.3
outliers ==0.1
packaging ==21.3
pyparsing ==3.1.1
ruamel-yaml ==0.17.32
ruamel-yaml-clib ==0.2.7
safety ==2.3.5

Chapter05/going_with_the_kubeflow/pyproject.toml pypi

kfp ^1.8.19
python ^3.9

Chapter05/microservices/mlewp2-web-service/app/requirements.txt pypi

Chapter05/mlewp2-airflow/mwaa-example/config/requirements.txt pypi

apache-airflow ==2.5.1

Chapter05/mlewp2-airflow/mwaa-example/config/requirements_test_dag.txt pypi

apache-airflow ==1.10.12 test
boto3 ==1.17.44 test

Chapter05/requirements-mwaa.txt pypi

Chapter05/requirements.txt pypi

Chapter06/microservices/mlewp-sam-ml-api/app/requirements.txt pypi

pillow *
xgboost ==1.3.3

Chapter06/mlewp2-ray/pyproject.toml pypi

ipykernel ^6.21.3
jupyter ^1.0.0
matplotlib ^3.7.1
numpy >=1.19.5
protobuf <=3.20.2
pyarrow >=6.0.1
python ^3.9
ray ^2.3.0
torch >=1.12
tqdm ^4.65.0
xgboost ^1.7.4
xgboost-ray ^0.1.15

Chapter06/requirements.txt pypi

Flask ==2.3.2
GitPython ==3.1.32
Jinja2 ==3.1.2
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.3
Pillow ==10.0.0
PyJWT ==2.8.0
PyYAML ==6.0.1
SQLAlchemy ==2.0.19
Werkzeug ==2.3.6
aiohttp ==3.8.5
aiohttp-cors ==0.7.0
aiorwlock ==1.3.0
aiosignal ==1.3.1
alembic ==1.11.1
anyio ==3.7.1
async-timeout ==4.0.3
attrs ==23.1.0
blessed ==1.20.0
blinker ==1.6.2
cachetools ==5.3.1
certifi ==2023.7.22
charset-normalizer ==3.2.0
click ==8.1.6
cloudpickle ==2.2.1
colorful ==0.5.5
contourpy ==1.1.0
cycler ==0.11.0
databricks-cli ==0.17.7
distlib ==0.3.7
docker ==6.1.3
entrypoints ==0.4
exceptiongroup ==1.1.3
fastapi ==0.103.0
filelock ==3.12.2
fonttools ==4.41.1
frozenlist ==1.4.0
fsspec ==2023.6.0
gitdb ==4.0.10
google-api-core ==2.11.1
google-auth ==2.22.0
googleapis-common-protos ==1.60.0
gpustat ==1.1.1
grpcio ==1.57.0
gunicorn ==20.1.0
h11 ==0.14.0
idna ==3.4
importlib-metadata ==6.8.0
itsdangerous ==2.1.2
joblib ==1.3.1
jsonschema ==4.19.0
jsonschema-specifications ==2023.7.1
kiwisolver ==1.4.4
matplotlib ==3.7.2
mlflow ==2.5.0
msgpack ==1.0.5
multidict ==6.0.4
nvidia-ml-py ==12.535.77
oauthlib ==3.2.2
opencensus ==0.11.2
opencensus-context ==0.1.3
packaging ==23.1
platformdirs ==3.10.0
prometheus-client ==0.17.1
protobuf ==4.23.4
psutil ==5.9.5
py-spy ==0.3.14
py4j ==0.10.9.7
pyarrow ==12.0.1
pyasn1 ==0.5.0
pyasn1-modules ==0.3.0
pydantic ==1.10.12
pyparsing ==3.0.9
pyspark ==3.4.1
querystring-parser ==1.2.4
ray ==2.6.3
referencing ==0.30.2
requests ==2.31.0
rpds-py ==0.9.2
rsa ==4.9
scikit-learn ==1.3.0
scipy ==1.11.1
smart-open ==6.3.0
smmap ==5.0.0
sniffio ==1.3.0
sqlparse ==0.4.4
starlette ==0.27.0
tabulate ==0.9.0
tensorboardX ==2.6.2.2
threadpoolctl ==3.2.0
typing_extensions ==4.7.1
urllib3 ==1.26.16
uvicorn ==0.23.2
virtualenv ==20.21.0
wcwidth ==0.2.6
websocket-client ==1.6.1
wrapt ==1.15.0
xgboost ==1.7.6
xgboost-ray ==0.1.18
yarl ==1.9.2
zipp ==3.16.2

Chapter07/llms-langchain/pyproject.toml pypi

langchain ^0.0.117
openai ^0.27.2
python ^3.9

Chapter07/requirements.txt pypi

Jinja2 ==3.1.2
MarkupSafe ==2.1.3
PyYAML ==6.0.1
SQLAlchemy ==2.0.20
aiohttp ==3.8.5
aiosignal ==1.3.1
annotated-types ==0.5.0
async-timeout ==4.0.3
attrs ==23.1.0
certifi ==2023.7.22
charset-normalizer ==3.2.0
dataclasses-json ==0.5.14
datasets ==2.14.4
dill ==0.3.7
filelock ==3.12.2
frozenlist ==1.4.0
fsspec ==2023.6.0
huggingface-hub ==0.16.4
idna ==3.4
langchain ==0.0.274
langsmith ==0.0.26
marshmallow ==3.20.1
mpmath ==1.3.0
multidict ==6.0.4
multiprocess ==0.70.15
mypy-extensions ==1.0.0
networkx ==3.1
numexpr ==2.8.5
numpy ==1.25.2
openai ==0.27.9
packaging ==23.1
pandas ==2.0.3
pyarrow ==13.0.0
pydantic ==2.3.0
pydantic_core ==2.6.3
python-dateutil ==2.8.2
pytz ==2023.3
regex ==2023.8.8
requests ==2.31.0
safetensors ==0.3.3
six ==1.16.0
sympy ==1.12
tenacity ==8.2.3
tokenizers ==0.13.3
torch ==2.0.1
tqdm ==4.66.1
transformers ==4.32.0
typing-inspect ==0.9.0
typing_extensions ==4.7.1
tzdata ==2023.3
urllib3 ==2.0.4
xxhash ==3.3.0
yarl ==1.9.2

Chapter08/register/requirements-chapter08-register.txt pypi

Flask ==2.2.3
GitPython ==3.1.31
Jinja2 ==3.1.2
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.2
Pillow ==9.5.0
PyJWT ==2.6.0
PyYAML ==6.0
SQLAlchemy ==2.0.8
Werkzeug ==2.2.3
alembic ==1.10.2
certifi ==2022.12.7
charset-normalizer ==3.1.0
click ==8.1.3
cloudpickle ==2.2.1
contourpy ==1.0.7
cycler ==0.11.0
databricks-cli ==0.17.6
docker ==6.0.1
entrypoints ==0.4
fonttools ==4.39.3
gitdb ==4.0.10
gunicorn ==20.1.0
idna ==3.4
importlib-metadata ==6.1.0
itsdangerous ==2.1.2
joblib ==1.2.0
kiwisolver ==1.4.4
llvmlite ==0.39.1
matplotlib ==3.7.1
mlflow ==2.2.2
numba ==0.56.4
numpy ==1.23.5
oauthlib ==3.2.2
packaging ==23.0
pandas ==1.5.3
protobuf ==4.22.1
pyarrow ==11.0.0
pyparsing ==3.0.9
python-dateutil ==2.8.2
pytz ==2022.7.1
querystring-parser ==1.2.4
requests ==2.28.2
scikit-learn ==1.2.2
scipy ==1.10.1
shap ==0.41.0
six ==1.16.0
slicer ==0.0.7
smmap ==5.0.0
sqlparse ==0.4.3
tabulate ==0.9.0
threadpoolctl ==3.1.0
tqdm ==4.65.0
typing_extensions ==4.5.0
urllib3 ==1.26.15
websocket-client ==1.5.1
zipp ==3.15.0

Chapter08/requirements.txt pypi

Flask ==2.2.3
GitPython ==3.1.31
Jinja2 ==3.1.2
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.2
Pillow ==9.5.0
PyJWT ==2.6.0
PyYAML ==6.0
SQLAlchemy ==2.0.8
Werkzeug ==2.2.3
alembic ==1.10.2
certifi ==2022.12.7
charset-normalizer ==3.1.0
click ==8.1.3
cloudpickle ==2.2.1
contourpy ==1.0.7
cycler ==0.11.0
databricks-cli ==0.17.6
docker ==6.0.1
entrypoints ==0.4
fonttools ==4.39.3
gitdb ==4.0.10
gunicorn ==20.1.0
idna ==3.4
importlib-metadata ==6.1.0
itsdangerous ==2.1.2
joblib ==1.2.0
kiwisolver ==1.4.4
llvmlite ==0.39.1
matplotlib ==3.7.1
mlflow ==2.2.2
numba ==0.56.4
numpy ==1.23.5
oauthlib ==3.2.2
packaging ==23.0
pandas ==1.5.3
protobuf ==4.22.1
pyarrow ==11.0.0
pyparsing ==3.0.9
python-dateutil ==2.8.2
pytz ==2022.7.1
querystring-parser ==1.2.4
requests ==2.28.2
scikit-learn ==1.2.2
scipy ==1.10.1
shap ==0.41.0
six ==1.16.0
slicer ==0.0.7
smmap ==5.0.0
sqlparse ==0.4.3
tabulate ==0.9.0
threadpoolctl ==3.1.0
tqdm ==4.65.0
typing_extensions ==4.5.0
urllib3 ==1.26.15
websocket-client ==1.5.1
zipp ==3.15.0

Chapter08/serve/requirements-chapter08-serve.txt pypi

Flask ==2.2.3
GitPython ==3.1.31
Jinja2 ==3.1.2
LunarCalendar ==0.0.9
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.2
Pillow ==9.5.0
PyJWT ==2.6.0
PyMeeus ==0.5.12
PyMySQL ==1.0.3
PyYAML ==5.4.1
Pygments ==2.14.0
SQLAlchemy ==1.4.41
SQLAlchemy-Utils ==0.38.3
Send2Trash ==1.8.0
Werkzeug ==2.2.3
adal ==1.2.7
aiohttp ==3.8.4
aiohttp-cors ==0.7.0
aiorwlock ==1.3.0
aiosignal ==1.3.1
alembic ==1.8.1
alog ==0.9.13
analytics-python ==1.4.post1
anyio ==3.6.2
appnope ==0.1.3
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
asgiref ==3.6.0
asttokens ==2.2.1
async-timeout ==4.0.2
attrs ==22.2.0
avro ==1.11.1
azure-core ==1.26.4
azure-identity ==1.12.0
azure-storage-blob ==12.9.0
azure-storage-file-share ==12.7.0
backcall ==0.2.0
backoff ==1.10.0
bcrypt ==4.0.1
beautifulsoup4 ==4.12.2
bleach ==6.0.0
blessed ==1.20.0
boto3 ==1.26.109
botocore ==1.29.109
cachetools ==5.3.0
certifi ==2022.12.7
cffi ==1.15.1
charset-normalizer ==3.1.0
click ==8.0.4
click-params ==0.3.0
cloudevents ==1.9.0
cloudpickle ==2.2.1
cmdstanpy ==1.1.0
colorful ==0.5.5
comm ==0.1.3
commonmark ==0.9.1
contourpy ==1.0.7
convertdate ==2.4.0
cryptography ==40.0.1
cycler ==0.11.0
databricks-cli ==0.17.6
debugpy ==1.6.7
decorator ==5.1.1
defusedxml ==0.7.1
deprecation ==2.1.0
distlib ==0.3.6
distro ==1.8.0
dnspython ==2.3.0
docker ==6.0.1
ecdsa ==0.18.0
email-validator ==1.3.1
entrypoints ==0.4
enum-compat ==0.0.3
ephem ==4.1.4
executing ==1.2.0
fastapi ==0.88.0
fastapi-cache2 ==0.2.1
fastapi-utils ==0.2.1
fastjsonschema ==2.16.3
filelock ==3.11.0
fonttools ==4.39.3
fqdn ==1.5.1
frozenlist ==1.3.3
gitdb ==4.0.10
google-api-core ==2.11.0
google-auth ==2.17.2
google-cloud-core ==2.3.2
google-cloud-storage ==2.8.0
google-crc32c ==1.5.0
google-resumable-media ==2.4.1
googleapis-common-protos ==1.59.0
gpustat ==1.1
grpcio ==1.43.0
gunicorn ==20.1.0
h11 ==0.14.0
hijri-converter ==2.2.4
holidays ==0.22
httpcore ==0.16.3
httplib2 ==0.19.1
httptools ==0.5.0
httpx ==0.23.3
idna ==3.4
importlib-metadata ==6.1.0
ipykernel ==6.22.0
ipython ==8.12.0
ipython-genutils ==0.2.0
ipywidgets ==7.7.5
isodate ==0.6.1
isoduration ==20.11.0
itsdangerous ==2.1.2
jedi ==0.18.2
jmespath ==1.0.1
joblib ==1.2.0
jsonpointer ==2.3
jsonschema ==4.17.3
jupyter-events ==0.6.3
jupyter_client ==8.1.0
jupyter_core ==5.3.0
jupyter_server ==2.5.0
jupyter_server_terminals ==0.4.4
jupyterlab-pygments ==0.2.2
jupyterlab-widgets ==1.1.4
kiwisolver ==1.4.4
korean-lunar-calendar ==0.3.1
kserve ==0.10.1
kubernetes ==26.1.0
llvmlite ==0.39.1
matplotlib ==3.7.1
matplotlib-inline ==0.1.6
minio ==7.1.3
mistune ==2.0.5
mlflow ==2.2.2
monotonic ==1.6
msal ==1.21.0
msal-extensions ==1.0.0
msgpack ==1.0.5
msrest ==0.7.1
multidict ==6.0.4
nbclassic ==0.5.5
nbclient ==0.7.3
nbconvert ==7.3.0
nbformat ==5.8.0
nest-asyncio ==1.5.6
notebook ==6.5.4
notebook_shim ==0.2.2
numba ==0.56.4
numpy ==1.23.5
nvidia-ml-py ==11.525.112
oauthlib ==3.2.2
opencensus ==0.11.2
opencensus-context ==0.1.3
orjson ==3.8.9
packaging ==23.0
pandas ==1.5.3
pandocfilters ==1.5.0
parso ==0.8.3
passlib ==1.7.4
pendulum ==2.1.2
pexpect ==4.8.0
pickleshare ==0.7.5
platformdirs ==3.2.0
portalocker ==2.7.0
prometheus-client ==0.13.1
prompt-toolkit ==3.0.38
prophet ==1.1.2
protobuf ==3.20.3
psutil ==5.9.4
ptyprocess ==0.7.0
pure-eval ==0.2.2
py-spy ==0.3.14
pyarrow ==11.0.0
pyasn1 ==0.4.8
pyasn1-modules ==0.2.8
pycparser ==2.21
pydantic ==1.10.7
pyparsing ==2.4.7
pyrsistent ==0.19.3
python-dateutil ==2.8.2
python-dotenv ==1.0.0
python-jose ==3.3.0
python-json-logger ==2.0.7
python-multipart ==0.0.6
python-rapidjson ==1.10
python-terraform ==0.10.1
pytz ==2022.7.1
pytzdata ==2020.1
pyzmq ==25.0.2
querystring-parser ==1.2.4
ray ==2.0.0
requests ==2.28.2
requests-oauthlib ==1.3.1
rfc3339-validator ==0.1.4
rfc3986 ==1.5.0
rfc3986-validator ==0.1.1
rich ==12.6.0
rsa ==4.9
s3transfer ==0.6.0
scikit-learn ==1.2.2
scipy ==1.10.1
shap ==0.41.0
six ==1.16.0
slicer ==0.0.7
smart-open ==6.3.0
smmap ==5.0.0
sniffio ==1.3.0
soupsieve ==2.4
sqlalchemy2-stubs ==0.0.2a33
sqlmodel ==0.0.8
sqlparse ==0.4.3
stack-data ==0.6.2
starlette ==0.22.0
tabulate ==0.9.0
terminado ==0.17.1
threadpoolctl ==3.1.0
timing-asgi ==0.3.0
tinycss2 ==1.2.1
torch-model-archiver ==0.7.1
tornado ==6.2
tqdm ==4.65.0
traitlets ==5.9.0
tritonclient ==2.18.0
typing_extensions ==4.5.0
ujson ==5.7.0
uri-template ==1.2.0
urllib3 ==1.26.15
uvicorn ==0.16.0
uvloop ==0.17.0
validators ==0.18.2
virtualenv ==20.21.0
watchfiles ==0.19.0
watchgod ==0.8.2
wcwidth ==0.2.6
webcolors ==1.13
webencodings ==0.5.1
websocket-client ==1.5.1
websockets ==10.4
widgetsnbextension ==3.6.4
yarl ==1.8.2
zenml ==0.37.0
zipp ==3.15.0

Chapter08/serve/requirements.txt pypi

Flask ==2.2.3
GitPython ==3.1.31
Jinja2 ==3.1.2
LunarCalendar ==0.0.9
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.2
Pillow ==9.5.0
PyJWT ==2.6.0
PyMeeus ==0.5.12
PyMySQL ==1.0.3
PyYAML ==5.4.1
Pygments ==2.14.0
SQLAlchemy ==1.4.41
SQLAlchemy-Utils ==0.38.3
Send2Trash ==1.8.0
Werkzeug ==2.2.3
adal ==1.2.7
aiohttp ==3.8.4
aiohttp-cors ==0.7.0
aiorwlock ==1.3.0
aiosignal ==1.3.1
alembic ==1.8.1
alog ==0.9.13
analytics-python ==1.4.post1
anyio ==3.6.2
appnope ==0.1.3
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
asgiref ==3.6.0
asttokens ==2.2.1
async-timeout ==4.0.2
attrs ==22.2.0
avro ==1.11.1
azure-core ==1.26.4
azure-identity ==1.12.0
azure-storage-blob ==12.9.0
azure-storage-file-share ==12.7.0
backcall ==0.2.0
backoff ==1.10.0
bcrypt ==4.0.1
beautifulsoup4 ==4.12.2
bleach ==6.0.0
blessed ==1.20.0
boto3 ==1.26.109
botocore ==1.29.109
cachetools ==5.3.0
certifi ==2022.12.7
cffi ==1.15.1
charset-normalizer ==3.1.0
click ==8.0.4
click-params ==0.3.0
cloudevents ==1.9.0
cloudpickle ==2.2.1
cmdstanpy ==1.1.0
colorful ==0.5.5
comm ==0.1.3
commonmark ==0.9.1
contourpy ==1.0.7
convertdate ==2.4.0
cryptography ==40.0.1
cycler ==0.11.0
databricks-cli ==0.17.6
debugpy ==1.6.7
decorator ==5.1.1
defusedxml ==0.7.1
deprecation ==2.1.0
distlib ==0.3.6
distro ==1.8.0
dnspython ==2.3.0
docker ==6.0.1
ecdsa ==0.18.0
email-validator ==1.3.1
entrypoints ==0.4
enum-compat ==0.0.3
ephem ==4.1.4
executing ==1.2.0
fastapi ==0.88.0
fastapi-cache2 ==0.2.1
fastapi-utils ==0.2.1
fastjsonschema ==2.16.3
filelock ==3.11.0
fonttools ==4.39.3
fqdn ==1.5.1
frozenlist ==1.3.3
gitdb ==4.0.10
google-api-core ==2.11.0
google-auth ==2.17.2
google-cloud-core ==2.3.2
google-cloud-storage ==2.8.0
google-crc32c ==1.5.0
google-resumable-media ==2.4.1
googleapis-common-protos ==1.59.0
gpustat ==1.1
grpcio ==1.43.0
gunicorn ==20.1.0
h11 ==0.14.0
hijri-converter ==2.2.4
holidays ==0.22
httpcore ==0.16.3
httplib2 ==0.19.1
httptools ==0.5.0
httpx ==0.23.3
idna ==3.4
importlib-metadata ==6.1.0
ipykernel ==6.22.0
ipython ==8.12.0
ipython-genutils ==0.2.0
ipywidgets ==7.7.5
isodate ==0.6.1
isoduration ==20.11.0
itsdangerous ==2.1.2
jedi ==0.18.2
jmespath ==1.0.1
joblib ==1.2.0
jsonpointer ==2.3
jsonschema ==4.17.3
jupyter-events ==0.6.3
jupyter_client ==8.1.0
jupyter_core ==5.3.0
jupyter_server ==2.5.0
jupyter_server_terminals ==0.4.4
jupyterlab-pygments ==0.2.2
jupyterlab-widgets ==1.1.4
kiwisolver ==1.4.4
korean-lunar-calendar ==0.3.1
kserve ==0.10.1
kubernetes ==26.1.0
llvmlite ==0.39.1
matplotlib ==3.7.1
matplotlib-inline ==0.1.6
minio ==7.1.3
mistune ==2.0.5
mlflow ==2.2.2
monotonic ==1.6
msal ==1.21.0
msal-extensions ==1.0.0
msgpack ==1.0.5
msrest ==0.7.1
multidict ==6.0.4
nbclassic ==0.5.5
nbclient ==0.7.3
nbconvert ==7.3.0
nbformat ==5.8.0
nest-asyncio ==1.5.6
notebook ==6.5.4
notebook_shim ==0.2.2
numba ==0.56.4
numpy ==1.23.5
nvidia-ml-py ==11.525.112
oauthlib ==3.2.2
opencensus ==0.11.2
opencensus-context ==0.1.3
orjson ==3.8.9
packaging ==23.0
pandas ==1.5.3
pandocfilters ==1.5.0
parso ==0.8.3
passlib ==1.7.4
pendulum ==2.1.2
pexpect ==4.8.0
pickleshare ==0.7.5
platformdirs ==3.2.0
portalocker ==2.7.0
prometheus-client ==0.13.1
prompt-toolkit ==3.0.38
prophet ==1.1.2
protobuf ==3.20.3
psutil ==5.9.4
ptyprocess ==0.7.0
pure-eval ==0.2.2
py-spy ==0.3.14
pyarrow ==11.0.0
pyasn1 ==0.4.8
pyasn1-modules ==0.2.8
pycparser ==2.21
pydantic ==1.10.7
pyparsing ==2.4.7
pyrsistent ==0.19.3
python-dateutil ==2.8.2
python-dotenv ==1.0.0
python-jose ==3.3.0
python-json-logger ==2.0.7
python-multipart ==0.0.6
python-rapidjson ==1.10
python-terraform ==0.10.1
pytz ==2022.7.1
pytzdata ==2020.1
pyzmq ==25.0.2
querystring-parser ==1.2.4
ray ==2.0.0
requests ==2.28.2
requests-oauthlib ==1.3.1
rfc3339-validator ==0.1.4
rfc3986 ==1.5.0
rfc3986-validator ==0.1.1
rich ==12.6.0
rsa ==4.9
s3transfer ==0.6.0
scikit-learn ==1.2.2
scipy ==1.10.1
shap ==0.41.0
six ==1.16.0
slicer ==0.0.7
smart-open ==6.3.0
smmap ==5.0.0
sniffio ==1.3.0
soupsieve ==2.4
sqlalchemy2-stubs ==0.0.2a33
sqlmodel ==0.0.8
sqlparse ==0.4.3
stack-data ==0.6.2
starlette ==0.22.0
tabulate ==0.9.0
terminado ==0.17.1
threadpoolctl ==3.1.0
timing-asgi ==0.3.0
tinycss2 ==1.2.1
torch-model-archiver ==0.7.1
tornado ==6.2
tqdm ==4.65.0
traitlets ==5.9.0
tritonclient ==2.18.0
typing_extensions ==4.5.0
ujson ==5.7.0
uri-template ==1.2.0
urllib3 ==1.26.15
uvicorn ==0.16.0
uvloop ==0.17.0
validators ==0.18.2
virtualenv ==20.21.0
watchfiles ==0.19.0
watchgod ==0.8.2
wcwidth ==0.2.6
webcolors ==1.13
webencodings ==0.5.1
websocket-client ==1.5.1
websockets ==10.4
widgetsnbextension ==3.6.4
yarl ==1.8.2
zenml ==0.37.0
zipp ==3.15.0

Chapter08/train/requirements-chapter08-train.txt pypi

CacheControl ==0.12.11
Cython ==0.29.33
Flask ==2.2.3
GitPython ==3.1.31
Jinja2 ==3.1.2
LunarCalendar ==0.0.9
Mako ==1.2.4
Markdown ==3.4.3
MarkupSafe ==2.1.2
Pillow ==9.4.0
PyJWT ==2.6.0
PyMeeus ==0.5.12
PyYAML ==6.0
Pygments ==2.14.0
SQLAlchemy ==2.0.9
Send2Trash ==1.8.0
Werkzeug ==2.2.3
aiohttp ==3.8.4
aiohttp-cors ==0.7.0
aiorwlock ==1.3.0
aiosignal ==1.3.1
alembic ==1.10.3
anyio ==3.6.2
appdirs ==1.4.4
appnope ==0.1.3
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
asttokens ==2.2.1
async-timeout ==4.0.2
attrs ==22.2.0
backcall ==0.2.0
beautifulsoup4 ==4.12.0
bleach ==6.0.0
blessed ==1.20.0
build ==0.10.0
cachetools ==5.3.1
certifi ==2022.12.7
cffi ==1.15.1
charset-normalizer ==3.1.0
cleo ==2.0.1
click ==8.1.3
cloudpickle ==2.2.1
cmdstanpy ==1.1.0
colorful ==0.5.5
comm ==0.1.3
contourpy ==1.0.7
convertdate ==2.4.0
crashtest ==0.4.1
cycler ==0.11.0
databricks-cli ==0.17.6
debugpy ==1.6.6
decorator ==5.1.1
defusedxml ==0.7.1
distlib ==0.3.6
docker ==6.0.1
dulwich ==0.21.3
entrypoints ==0.4
ephem ==4.1.4
executing ==1.2.0
fastapi ==0.101.1
fastjsonschema ==2.16.3
filelock ==3.10.3
fonttools ==4.39.2
fqdn ==1.5.1
frozenlist ==1.3.3
fsspec ==2023.6.0
gitdb ==4.0.10
google-api-core ==2.11.1
google-auth ==2.22.0
googleapis-common-protos ==1.60.0
gpustat ==1.1.1
grpcio ==1.57.0
gunicorn ==20.1.0
h11 ==0.14.0
hijri-converter ==2.2.4
holidays ==0.21.13
html5lib ==1.1
idna ==3.4
imbalanced-learn ==0.10.1
imblearn ==0.0
importlib-metadata ==6.1.0
installer ==0.7.0
ipykernel ==6.22.0
ipython ==8.11.0
ipython-genutils ==0.2.0
isoduration ==20.11.0
itsdangerous ==2.1.2
jaraco.classes ==3.2.3
jedi ==0.18.2
joblib ==1.2.0
jsonpointer ==2.3
jsonschema ==4.17.3
jupyter-events ==0.6.3
jupyter_client ==8.1.0
jupyter_core ==5.3.0
jupyter_server ==2.5.0
jupyter_server_terminals ==0.4.4
jupyterlab-pygments ==0.2.2
kaggle ==1.5.13
keyring ==23.13.1
kiwisolver ==1.4.4
korean-lunar-calendar ==0.3.1
llvmlite ==0.39.1
lockfile ==0.12.2
marshmallow ==3.19.0
matplotlib ==3.7.1
matplotlib-inline ==0.1.6
mistune ==2.0.5
mlflow ==2.2.2
more-itertools ==9.1.0
msgpack ==1.0.5
multidict ==6.0.4
nbclassic ==0.5.3
nbclient ==0.7.2
nbconvert ==7.2.10
nbformat ==5.8.0
nest-asyncio ==1.5.6
notebook ==6.5.3
notebook_shim ==0.2.2
numba ==0.56.4
numpy ==1.23.5
nvidia-ml-py ==12.535.77
oauthlib ==3.2.2
opencensus ==0.11.2
opencensus-context ==0.1.3
packaging ==23.0
pandas ==1.5.3
pandocfilters ==1.5.0
parso ==0.8.3
pexpect ==4.8.0
pickleshare ==0.7.5
pkginfo ==1.9.6
platformdirs ==2.6.2
poetry ==1.4.1
poetry-core ==1.5.2
poetry-plugin-export ==1.3.0
prometheus-client ==0.16.0
prompt-toolkit ==3.0.38
prophet ==1.1.2
protobuf ==4.22.1
psutil ==5.9.4
ptyprocess ==0.7.0
pure-eval ==0.2.2
py-spy ==0.3.14
pyarrow ==11.0.0
pyasn1 ==0.5.0
pyasn1-modules ==0.3.0
pycparser ==2.21
pydantic ==1.10.12
pyparsing ==3.0.9
pyproject_hooks ==1.0.0
pyrsistent ==0.19.3
python-dateutil ==2.8.2
python-json-logger ==2.0.7
python-slugify ==8.0.1
pytz ==2022.7.1
pyzmq ==25.0.2
querystring-parser ==1.2.4
rapidfuzz ==2.13.7
ray ==2.6.3
requests ==2.28.2
requests-toolbelt ==0.10.1
rfc3339-validator ==0.1.4
rfc3986-validator ==0.1.1
rsa ==4.9
scikit-learn ==1.2.2
scipy ==1.10.1
shap ==0.41.0
shellingham ==1.5.0.post1
six ==1.16.0
slicer ==0.0.7
smart-open ==6.3.0
smmap ==5.0.0
sniffio ==1.3.0
soupsieve ==2.4
sqlparse ==0.4.3
stack-data ==0.6.2
starlette ==0.27.0
tabulate ==0.9.0
tensorboardX ==2.6.2.2
terminado ==0.17.1
text-unidecode ==1.3
threadpoolctl ==3.1.0
tinycss2 ==1.2.1
tomli ==2.0.1
tomlkit ==0.11.6
tornado ==6.2
tqdm ==4.65.0
traitlets ==5.9.0
trove-classifiers ==2023.3.9
typing_extensions ==4.5.0
uri-template ==1.2.0
urllib3 ==1.26.15
uvicorn ==0.23.2
virtualenv ==20.21.0
wcwidth ==0.2.6
webargs ==8.2.0
webcolors ==1.12
webencodings ==0.5.1
websocket-client ==1.5.1
xattr ==0.10.1
yarl ==1.8.2
zipp ==3.15.0

Chapter05/going_with_the_kubeflow/poetry.lock pypi

absl-py 1.4.0
attrs 22.2.0
cachetools 5.3.0
certifi 2022.12.7
charset-normalizer 3.0.1
click 8.1.3
cloudpickle 2.2.1
colorama 0.4.6
deprecated 1.2.13
docstring-parser 0.15
fire 0.5.0
google-api-core 2.11.0
google-api-python-client 1.12.11
google-auth 2.16.1
google-auth-httplib2 0.1.0
google-cloud-core 2.3.2
google-cloud-storage 2.7.0
google-crc32c 1.5.0
google-resumable-media 2.4.1
googleapis-common-protos 1.58.0
httplib2 0.21.0
idna 3.4
jsonschema 4.17.3
kfp 1.8.19
kfp-pipeline-spec 0.1.16
kfp-server-api 1.8.5
kubernetes 19.15.0
oauthlib 3.2.2
protobuf 3.20.3
pyasn1 0.4.8
pyasn1-modules 0.2.8
pydantic 1.10.5
pyparsing 3.0.9
pyrsistent 0.19.3
python-dateutil 2.8.2
pyyaml 5.4.1
requests 2.28.2
requests-oauthlib 1.3.1
requests-toolbelt 0.10.1
rsa 4.9
setuptools 67.3.2
six 1.16.0
strip-hints 0.1.10
tabulate 0.9.0
termcolor 2.2.0
typer 0.7.0
typing-extensions 4.5.0
uritemplate 3.0.1
urllib3 1.26.14
websocket-client 1.5.1
wheel 0.38.4
wrapt 1.14.1

Chapter05/reaching_zen/poetry.lock pypi

134 dependencies

Chapter04/my-ml-package/poetry.lock pypi

attrs 22.2.0
colorama 0.4.6
exceptiongroup 1.1.0
iniconfig 2.0.0
packaging 23.0
pluggy 1.0.0
pytest 7.2.1
tomli 2.0.1

Chapter07/llms-langchain/poetry.lock pypi

aiohttp 3.8.4
aiosignal 1.3.1
async-timeout 4.0.2
attrs 22.2.0
certifi 2022.12.7
charset-normalizer 3.1.0
colorama 0.4.6
dataclasses-json 0.5.7
frozenlist 1.3.3
greenlet 2.0.2
idna 3.4
langchain 0.0.117
marshmallow 3.19.0
marshmallow-enum 1.5.1
multidict 6.0.4
mypy-extensions 1.0.0
numpy 1.24.2
openai 0.27.2
packaging 23.0
pydantic 1.10.6
pyyaml 6.0
requests 2.28.2
sqlalchemy 1.4.47
tenacity 8.2.2
tqdm 4.65.0
typing-extensions 4.5.0
typing-inspect 0.8.0
urllib3 1.26.15
yarl 1.8.2

Chapter06/mlewp2-ray/poetry.lock pypi

160 dependencies