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GitHub / 01-vyom / mRNA-Vaccine-Degradation-Prediction

mRNA Vaccine Degradation Prediction using Deep Learning

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/01-vyom%2FmRNA-Vaccine-Degradation-Prediction

Stars: 2
Forks: 0
Open Issues: 0

License: mit
Language: Python
Repo Size: 65 MB
Dependencies: 586

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

Topics: covid-19, deep-learning, kaggle, kaggle-competition, kaggle-dataset, lstm, machine-learning, mrna, prediction-model, vaccine

Files

Readme

Dependencies

requirements.txt pypi

Boruta ==0.3
CVXcanon ==0.1.2
Cython ==0.29.28
Delorean ==1.0.0
Deprecated ==1.2.13
Fiona ==1.8.21
Flask ==2.0.3
Geohash ==1.0
HeapDict ==1.0.1
Janome ==0.4.2
Jinja2 ==3.0.3
Keras-Preprocessing ==1.1.2
LunarCalendar ==0.0.9
Mako ==1.2.0
MarkupSafe ==2.1.1
Pillow ==8.2.0
PuLP ==2.6.0
PyArabic ==0.6.14
PyAstronomy ==0.17.1
PyMeeus ==0.5.11
PyPrind ==2.11.3
PyUpSet ==0.1.1.post7
Pympler ==1.0.1
QtPy ==1.11.3
Rtree ==0.9.7
SecretStorage ==3.3.1
SimpleITK ==2.1.1
SoundFile ==0.10.3.post1
TPOT ==0.11.7
Theano ==1.0.5
Theano-PyMC ==1.1.2
Wand ==0.6.7
Werkzeug ==2.0.2
Wordbatch ==1.4.9
absl-py ==0.15.0
accelerate ==0.5.1
access ==1.1.3
affine ==2.3.0
aiobotocore ==2.1.2
aioitertools ==0.10.0
albumentations ==1.1.0
alembic ==1.7.7
allennlp ==2.9.1
altair ==4.2.0
annoy ==1.17.0
ansiwrap ==0.8.4
apache-beam ==2.34.0
aplus ==0.11.0
arviz ==0.11.4
asgiref ==3.5.0
astropy ==4.3.1
astunparse ==1.6.3
async-generator ==1.10
asynctest ==0.13.0
atpublic ==2.3
audioread ==2.1.9
autocfg ==0.0.8
autopage ==0.5.0
avro-python3 ==1.9.2.1
aws-requests-auth ==0.4.3
backports.zoneinfo ==0.2.1
base58 ==2.1.1
bayesian-optimization ==1.2.0
bayespy ==0.5.22
beautifulsoup4 ==4.10.0
bidict ==0.21.4
binaryornot ==0.4.4
biopython ==1.79
blake3 ==0.2.1
blinker ==1.4
blis ==0.7.6
boto3 ==1.21.20
botocore ==1.24.20
bqplot ==0.12.33
branca ==0.4.2
brewer2mpl ==1.4.1
brotlipy ==0.7.0
cached-path ==1.1.0
cached-property ==1.5.2
catalogue ==2.0.6
catalyst ==22.2.1
catboost ==1.0.4
category-encoders ==2.4.0
certifi ==2021.10.8
cesium ==0.9.12
cftime ==1.6.0
chex ==0.1.1
clang ==5.0
cleverhans ==4.0.0
click-plugins ==1.1.1
cliff ==3.10.1
cligj ==0.7.2
cmaes ==0.8.2
cmake ==3.22.1
cmd2 ==2.4.0
cmdstanpy ==0.9.5
cmudict ==1.0.2
colorcet ==3.0.0
colorlog ==6.6.0
colorlover ==0.3.0
commonmark ==0.9.1
conda ==4.11.0
configparser ==5.2.0
contextily ==1.2.0
contextlib2 ==21.6.0
convertdate ==2.4.0
crcmod ==1.7
cudf ==21.10.1
cufflinks ==0.17.3
cuml ==21.10.2
cupy-cuda110 ==10.2.0
cymem ==2.0.6
cysignals ==1.11.2
cytoolz ==0.11.2
dask ==2022.2.0
dask-cudf ==21.10.1
datasets ==1.18.4
datashader ==0.13.0
datashape ==0.5.2
datatable ==1.0.0
datatile ==0.2.0
deap ==1.3.1
deprecat ==2.1.1
deprecation ==2.1.0
descartes ==1.1.0
dill ==0.3.4
dipy ==1.5.0
distributed ==2022.2.0
dlib ==19.23.1
dm-tree ==0.1.6
docker-pycreds ==0.4.0
docopt ==0.6.2
docutils ==0.18.1
earthengine-api ==0.1.302
easydev ==0.12.0
easydict ==1.9
easyocr ==1.4.1
ecos ==2.0.10
eli5 ==0.11.0
emoji ==1.7.0
ephem ==4.1.3
esda ==2.4.1
essentia ==2.1b6.dev778
fairscale ==0.4.5
fastai ==2.5.3
fastapi ==0.75.0
fastcore ==1.3.29
fastdownload ==0.0.5
fasteners ==0.16.3
fastprogress ==1.0.2
fastrlock ==0.8
fasttext ==0.9.2
fbpca ==1.0
fbprophet ==0.7.1
feather-format ==0.4.1
featuretools ==1.6.0
filelock ==3.6.0
fitter ==1.4.0
flake8 ==4.0.1
flashtext ==2.7
flatbuffers ==1.12
flax ==0.4.0
folium ==0.12.1.post1
frozendict ==2.3.0
fsspec ==2022.2.0
funcy ==1.17
fury ==0.8.0
future ==0.18.2
fuzzywuzzy ==0.18.0
gast ==0.4.0
gatspy ==0.3
gensim ==4.0.1
geographiclib ==1.52
geojson ==2.5.0
geopandas ==0.10.2
geoplot ==0.5.0
geopy ==2.2.0
geoviews ==1.9.5
giddy ==2.3.3
gluoncv ==0.10.5
gluonnlp ==0.10.0
google-api-core ==1.31.5
google-api-python-client ==1.12.11
google-apitools ==0.5.31
google-auth ==1.35.0
google-cloud-appengine-logging ==1.1.0
google-cloud-audit-log ==0.2.0
google-cloud-automl ==1.0.1
google-cloud-bigquery ==2.2.0
google-cloud-bigtable ==2.4.0
google-cloud-core ==1.7.2
google-cloud-dataproc ==3.1.1
google-cloud-datastore ==2.4.0
google-cloud-dlp ==1.0.0
google-cloud-firestore ==2.3.4
google-cloud-kms ==2.10.1
google-cloud-language ==2.3.1
google-cloud-logging ==2.7.0
google-cloud-monitoring ==2.8.0
google-cloud-pubsub ==1.7.0
google-cloud-recommendations-ai ==0.2.0
google-cloud-scheduler ==2.5.0
google-cloud-spanner ==3.12.0
google-cloud-speech ==2.11.1
google-cloud-tasks ==2.7.1
google-cloud-translate ==3.6.1
google-cloud-videointelligence ==2.5.1
google-cloud-vision ==2.6.3
google-pasta ==0.2.0
google-resumable-media ==1.3.3
gplearn ==0.4.1
gpxpy ==1.5.0
graphviz ==0.8.4
grpc-google-iam-v1 ==0.12.3
grpcio ==1.43.0
grpcio-status ==1.43.0
gym ==0.23.1
gym-notices ==0.0.6
h11 ==0.13.0
h2o ==3.36.0.3
h5py ==3.1.0
haversine ==2.5.1
hdfs ==2.6.0
hep-ml ==0.7.1
hijri-converter ==2.2.3
hmmlearn ==0.2.7
holidays ==0.13
holoviews ==1.14.8
hpsklearn ==0.1.0
html5lib ==1.1
htmlmin ==0.1.12
httplib2shim ==0.0.3
httptools ==0.4.0
huggingface-hub ==0.4.0
humanize ==4.0.0
hunspell ==0.5.5
husl ==4.0.3
hydra-slayer ==0.4.0
hyperopt ==0.2.7
hypertools ==0.8.0
ibis-framework ==2.1.1
igraph ==0.9.9
imagecodecs ==2021.11.20
imageio ==2.9.0
imbalanced-learn ==0.9.0
imgaug ==0.4.0
importlib-metadata ==4.11.3
inequality ==1.0.0
iniconfig ==1.1.1
ipydatawidgets ==4.2.0
ipyleaflet ==0.15.0
ipympl ==0.7.0
ipython-genutils ==0.2.0
ipyvolume ==0.5.2
ipyvue ==1.7.0
ipyvuetify ==1.8.2
ipywebrtc ==0.6.0
iso3166 ==2.0.2
isoweek ==1.3.3
itsdangerous ==2.1.1
jax ==0.3.1
jaxlib ==0.3.0
jeepney ==0.7.1
jieba ==0.42.1
jinja2-time ==0.2.0
jmespath ==0.10.0
jsonlines ==1.2.0
jsonnet ==0.18.0
jupyter ==1.0.0
jupyter-console ==6.4.0
jupyter-http-over-ws ==0.0.8
kaggle ==1.5.12
kaggle-environments ==1.9.0
keras ==2.6.0
keras-tuner ==1.1.0
keyring ==23.4.0
keyrings.google-artifactregistry-auth ==1.0.0
kmapper ==2.0.1
kmodes ==0.11.1
korean-lunar-calendar ==0.2.1
kornia ==0.5.8
kt-legacy ==1.0.4
langcodes ==3.3.0
langid ==1.1.6
leven ==1.0.4
libcst ==0.3.23
libpysal ==4.6.2
librosa ==0.9.1
lightfm ==1.16
lime ==0.2.0.1
line-profiler ==3.4.0
llvmlite ==0.37.0
lmdb ==1.3.0
lml ==0.1.0
locket ==0.2.0
lxml ==4.8.0
mapclassify ==2.4.3
marisa-trie ==0.7.7
markovify ==0.9.4
matplotlib ==3.5.1
matplotlib-venn ==0.11.6
mccabe ==0.6.1
memory-profiler ==0.60.0
mercantile ==1.2.1
mgwr ==2.1.2
missingno ==0.4.2
mizani ==0.7.3
ml-metrics ==0.1.2
mlcrate ==0.2.0
mlens ==0.2.3
mlxtend ==0.19.0
mmh3 ==3.0.0
mne ==0.24.1
mnist ==0.2.2
mock ==4.0.3
momepy ==0.5.2
more-itertools ==8.12.0
mpld3 ==0.5.7
mpmath ==1.2.1
msgpack-numpy ==0.4.7.1
multipledispatch ==0.6.0
multiprocess ==0.70.12.2
munch ==2.5.0
munkres ==1.1.4
murmurhash ==1.0.6
mxnet-cu110 ==1.9.0
netCDF4 ==1.5.8
nibabel ==3.2.2
nilearn ==0.9.0
nltk ==3.2.4
nnabla ==1.25.0
nnabla-ext-cuda110 ==1.25.0
nose ==1.3.7
numexpr ==2.8.1
numpy ==1.20.3
oauth2client ==4.1.3
odfpy ==1.4.1
opencv-contrib-python ==4.5.4.60
opencv-python ==4.5.4.60
opencv-python-headless ==4.5.5.64
openslide-python ==1.1.2
opt-einsum ==3.3.0
optax ==0.1.1
optuna ==2.10.0
orderedmultidict ==1.0.1
orjson ==3.6.5
ortools ==9.3.10459
osmnx ==1.1.1
palettable ==3.3.0
pandarallel ==1.6.1
pandas ==1.3.5
pandas-datareader ==0.10.0
pandas-summary ==0.2.0
pandasql ==0.7.3
panel ==0.12.6
param ==1.12.0
parsy ==1.4.0
path ==16.4.0
path.py ==12.5.0
pathos ==0.2.8
pathtools ==0.1.2
pathy ==0.6.1
pbr ==5.8.1
pdf2image ==1.16.0
plotly ==5.6.0
plotly-express ==0.4.1
plotnine ==0.8.0
pluggy ==1.0.0
pointpats ==2.2.0
polyglot ==16.7.4
pooch ==1.6.0
portalocker ==2.4.0
pox ==0.3.0
poyo ==0.5.0
ppca ==0.0.4
ppft ==1.6.6.4
preprocessing ==0.1.13
preshed ==3.0.6
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promise ==2.3
pronouncing ==0.2.0
proto-plus ==1.19.8
protobuf ==3.19.4
pudb ==2022.1.1
py ==1.11.0
py-lz4framed ==0.14.0
py-stringmatching ==0.4.2
py-stringsimjoin ==0.3.2
py4j ==0.10.9.4
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pyLDAvis ==3.2.2
pyPdf ==1.13
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pyarrow ==6.0.1
pyasn1 ==0.4.8
pyasn1-modules ==0.2.7
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pytesseract ==0.3.9
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python-Levenshtein ==0.12.2
python-bidi ==0.4.2
python-dotenv ==0.19.2
python-igraph ==0.9.9
python-louvain ==0.16
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pytools ==2022.1.1
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