85. Execution Statistics#

This table contains the latest execution statistics.

Document

Modified

Method

Run Time (s)

Status

aiyagari

2025-08-25 03:33

cache

21.1

ak2

2025-08-25 03:33

cache

12.58

ar1_bayes

2025-08-25 03:39

cache

340.61

ar1_turningpts

2025-08-25 03:40

cache

36.76

back_prop

2025-08-25 03:41

cache

97.02

bayes_nonconj

2025-08-25 04:49

cache

4080.01

cake_eating_numerical

2025-08-25 04:50

cache

22.09

cake_eating_problem

2025-08-25 04:50

cache

1.86

career

2025-08-25 04:50

cache

11.5

cass_fiscal

2025-08-25 04:50

cache

19.18

cass_fiscal_2

2025-08-25 04:50

cache

5.6

cass_koopmans_1

2025-08-25 04:50

cache

13.8

cass_koopmans_2

2025-08-25 04:51

cache

6.96

coleman_policy_iter

2025-08-25 04:51

cache

11.4

cross_product_trick

2025-08-25 04:51

cache

0.91

divergence_measures

2025-08-25 04:51

cache

12.82

egm_policy_iter

2025-08-25 04:51

cache

5.4

eig_circulant

2025-08-25 04:51

cache

4.03

exchangeable

2025-08-25 04:51

cache

8.29

finite_markov

2025-08-25 04:51

cache

6.23

ge_arrow

2025-08-25 04:51

cache

2.21

harrison_kreps

2025-08-25 04:52

cache

3.6

hoist_failure

2025-08-25 04:52

cache

53.37

house_auction

2025-08-25 04:52

cache

3.17

ifp

2025-08-25 04:53

cache

37.4

ifp_advanced

2025-08-25 04:53

cache

22.12

imp_sample

2025-08-25 04:58

cache

250.44

intro

2025-08-25 04:58

cache

0.85

inventory_dynamics

2025-08-25 04:58

cache

9.85

jv

2025-08-25 04:58

cache

15.59

kalman

2025-08-25 04:58

cache

6.65

kalman_2

2025-08-25 04:59

cache

42.22

kesten_processes

2025-08-25 04:59

cache

31.48

lagrangian_lqdp

2025-08-25 05:00

cache

26.08

lake_model

2025-08-25 05:00

cache

13.1

likelihood_bayes

2025-08-25 05:01

cache

43.2

likelihood_ratio_process

2025-08-25 05:01

cache

21.36

likelihood_ratio_process_2

2025-08-25 11:47

cache

38.03

likelihood_var

2025-08-25 05:02

cache

21.14

linear_algebra

2025-08-25 05:02

cache

2.41

linear_models

2025-08-25 05:02

cache

6.13

lln_clt

2025-08-25 05:02

cache

11.0

lq_inventories

2025-08-25 05:02

cache

12.75

lqcontrol

2025-08-25 05:02

cache

4.9

markov_asset

2025-08-25 05:02

cache

5.31

markov_perf

2025-08-25 05:02

cache

4.4

mccall_correlated

2025-08-25 05:04

cache

78.99

mccall_fitted_vfi

2025-08-25 05:04

cache

5.41

mccall_model

2025-08-25 05:04

cache

12.62

mccall_model_with_separation

2025-08-25 05:04

cache

7.4

mccall_q

2025-08-25 05:05

cache

16.29

mix_model

2025-08-25 05:06

cache

74.22

mle

2025-08-25 05:06

cache

4.82

multi_hyper

2025-08-25 05:06

cache

19.84

multivariate_normal

2025-08-25 05:06

cache

4.62

navy_captain

2025-08-25 05:07

cache

28.61

newton_method

2025-08-25 05:08

cache

69.48

odu

2025-08-25 05:09

cache

50.75

ols

2025-08-25 05:09

cache

9.07

opt_transport

2025-08-25 05:09

cache

13.71

optgrowth

2025-08-25 05:10

cache

63.74

optgrowth_fast

2025-08-25 05:11

cache

19.67

pandas_panel

2025-08-25 05:11

cache

4.28

perm_income

2025-08-25 05:11

cache

3.82

perm_income_cons

2025-08-25 05:11

cache

5.74

prob_matrix

2025-08-25 05:11

cache

9.39

prob_meaning

2025-08-25 05:12

cache

57.23

qr_decomp

2025-08-25 05:12

cache

1.33

rand_resp

2025-08-25 05:12

cache

2.77

rational_expectations

2025-08-25 05:12

cache

3.62

re_with_feedback

2025-08-25 05:12

cache

8.82

samuelson

2025-08-25 05:12

cache

10.58

sir_model

2025-08-25 05:12

cache

2.95

stats_examples

2025-08-25 05:12

cache

4.37

status

2025-08-25 05:13

cache

7.64

svd_intro

2025-08-25 05:13

cache

1.62

troubleshooting

2025-08-25 04:58

cache

0.85

two_auctions

2025-08-25 05:13

cache

23.91

uncertainty_traps

2025-08-25 05:13

cache

2.64

util_rand_resp

2025-08-25 05:13

cache

2.9

var_dmd

2025-08-25 04:58

cache

0.85

von_neumann_model

2025-08-25 05:13

cache

2.2

wald_friedman

2025-08-25 05:14

cache

20.21

wald_friedman_2

2025-08-25 05:14

cache

14.19

wealth_dynamics

2025-08-25 05:14

cache

29.18

zreferences

2025-08-25 04:58

cache

0.85

These lectures are built on linux instances through github actions.

These lectures are using the following python version

!python --version
Python 3.12.7

and the following package versions

!conda list

Hide code cell output

# packages in environment at /home/runner/miniconda3/envs/quantecon:
#
# Name                           Version                   Build               Channel
_libgcc_mutex                    0.1                       main
_openmp_mutex                    5.1                       1_gnu
accessible-pygments              0.0.5                     pypi_0              pypi
aiobotocore                      2.12.3                    py312h06a4308_0
aiohappyeyeballs                 2.4.0                     py312h06a4308_0
aiohttp                          3.10.5                    py312h5eee18b_0
aioitertools                     0.7.1                     pyhd3eb1b0_0
aiosignal                        1.2.0                     pyhd3eb1b0_0
alabaster                        0.7.16                    py312h06a4308_0
altair                           5.0.1                     py312h06a4308_0
anaconda                         2024.10                   py312_mkl_0
anyio                            4.2.0                     py312h06a4308_0
aom                              3.6.0                     h6a678d5_0
appdirs                          1.4.4                     pyhd3eb1b0_0
argon2-cffi                      21.3.0                    pyhd3eb1b0_0
argon2-cffi-bindings             21.2.0                    py312h5eee18b_0
arrow                            1.2.3                     py312h06a4308_1
arrow-cpp                        16.1.0                    hc1eb8f0_0
arviz                            0.22.0                    pypi_0              pypi
astroid                          2.14.2                    py312h06a4308_0
astropy                          6.1.3                     py312h5eee18b_0
astropy-iers-data                0.2024.9.2.0.33.23        py312h06a4308_0
asttokens                        2.0.5                     pyhd3eb1b0_0
async-lru                        2.0.4                     py312h06a4308_0
atomicwrites                     1.4.0                     py_0
attrs                            23.1.0                    py312h06a4308_0
autograd                         1.8.0                     pypi_0              pypi
automat                          20.2.0                    py_0
autopep8                         2.0.4                     pyhd3eb1b0_0
aws-c-auth                       0.6.19                    h5eee18b_0
aws-c-cal                        0.5.20                    hdbd6064_0
aws-c-common                     0.8.5                     h5eee18b_0
aws-c-compression                0.2.16                    h5eee18b_0
aws-c-event-stream               0.2.15                    h6a678d5_0
aws-c-http                       0.6.25                    h5eee18b_0
aws-c-io                         0.13.10                   h5eee18b_0
aws-c-mqtt                       0.7.13                    h5eee18b_0
aws-c-s3                         0.1.51                    hdbd6064_0
aws-c-sdkutils                   0.1.6                     h5eee18b_0
aws-checksums                    0.1.13                    h5eee18b_0
aws-crt-cpp                      0.18.16                   h6a678d5_0
aws-sdk-cpp                      1.10.55                   h721c034_0
babel                            2.11.0                    py312h06a4308_0
bcrypt                           3.2.0                     py312h5eee18b_1
beautifulsoup4                   4.12.3                    py312h06a4308_0
binaryornot                      0.4.4                     pyhd3eb1b0_1
black                            24.8.0                    py312h06a4308_0
blas                             1.0                       mkl
bleach                           4.1.0                     pyhd3eb1b0_0
blinker                          1.6.2                     py312h06a4308_0
blosc                            1.21.3                    h6a678d5_0
bokeh                            3.6.0                     py312h06a4308_0
boost-cpp                        1.82.0                    hdb19cb5_2
botocore                         1.34.69                   py312h06a4308_0
bottleneck                       1.3.7                     py312ha883a20_0
brotli                           1.0.9                     h5eee18b_8
brotli-bin                       1.0.9                     h5eee18b_8
brotli-python                    1.0.9                     py312h6a678d5_8
brunsli                          0.1                       h2531618_0
bzip2                            1.0.8                     h5eee18b_6
c-ares                           1.19.1                    h5eee18b_0
c-blosc2                         2.12.0                    h80c7b02_0
ca-certificates                  2024.9.24                 h06a4308_0
cachetools                       5.3.3                     py312h06a4308_0
certifi                          2024.8.30                 py312h06a4308_0
cffi                             1.17.1                    py312h1fdaa30_0
cfitsio                          3.470                     h5893167_7
chardet                          4.0.0                     py312h06a4308_1003
charls                           2.2.0                     h2531618_0
charset-normalizer               3.3.2                     pyhd3eb1b0_0
choreographer                    1.0.10                    pypi_0              pypi
click                            8.1.7                     py312h06a4308_0
cloudpickle                      3.0.0                     py312h06a4308_0
colorama                         0.4.6                     py312h06a4308_0
colorcet                         3.1.0                     py312h06a4308_0
comm                             0.2.1                     py312h06a4308_0
cons                             0.4.7                     pypi_0              pypi
constantly                       23.10.4                   py312h06a4308_0
contourpy                        1.2.0                     py312hdb19cb5_0
cookiecutter                     2.6.0                     py312h06a4308_0
cryptography                     43.0.0                    py312hdda0065_0
cssselect                        1.2.0                     py312h06a4308_0
curl                             8.9.1                     hdbd6064_0
curl-cffi                        0.13.0                    pypi_0              pypi
cycler                           0.11.0                    pyhd3eb1b0_0
cyrus-sasl                       2.1.28                    h52b45da_1
cython                           3.1.3                     pypi_0              pypi
cytoolz                          0.12.2                    py312h5eee18b_0
dask                             2024.8.2                  py312h06a4308_0
dask-core                        2024.8.2                  py312h06a4308_0
dask-expr                        1.1.13                    py312h06a4308_0
datashader                       0.16.3                    py312h06a4308_0
dav1d                            1.2.1                     h5eee18b_0
dbus                             1.13.18                   hb2f20db_0
debugpy                          1.6.7                     py312h6a678d5_0
decorator                        5.1.1                     pyhd3eb1b0_0
defusedxml                       0.7.1                     pyhd3eb1b0_0
diff-match-patch                 20200713                  pyhd3eb1b0_0
dill                             0.3.8                     py312h06a4308_0
distributed                      2024.8.2                  py312h06a4308_0
docstring-to-markdown            0.11                      py312h06a4308_0
docutils                         0.17.1                    pypi_0              pypi
et_xmlfile                       1.1.0                     py312h06a4308_1
etuples                          0.3.10                    pypi_0              pypi
executing                        0.8.3                     pyhd3eb1b0_0
expat                            2.6.3                     h6a678d5_0
filelock                         3.19.1                    pypi_0              pypi
flake8                           7.0.0                     py312h06a4308_0
flask                            3.0.3                     py312h06a4308_0
fontconfig                       2.14.1                    h4c34cd2_2
fonttools                        4.51.0                    py312h5eee18b_0
formulaic                        1.2.0                     pypi_0              pypi
fqdn                             1.5.1                     pypi_0              pypi
freetype                         2.12.1                    h4a9f257_0
frozendict                       2.4.6                     pypi_0              pypi
frozenlist                       1.4.0                     py312h5eee18b_0
fsspec                           2024.6.1                  py312h06a4308_0
gensim                           4.3.3                     py312h526ad5a_0
gflags                           2.2.2                     h6a678d5_1
ghp-import                       1.1.0                     pypi_0              pypi
giflib                           5.2.1                     h5eee18b_3
gitdb                            4.0.7                     pyhd3eb1b0_0
gitpython                        3.1.43                    py312h06a4308_0
glib                             2.78.4                    h6a678d5_0
glib-tools                       2.78.4                    h6a678d5_0
glog                             0.5.0                     h6a678d5_1
greenlet                         3.0.1                     py312h6a678d5_0
gst-plugins-base                 1.14.1                    h6a678d5_1
gstreamer                        1.14.1                    h5eee18b_1
h11                              0.14.0                    py312h06a4308_0
h5netcdf                         1.6.4                     pypi_0              pypi
h5py                             3.11.0                    py312h34c39bb_0
hdf5                             1.12.1                    h2b7332f_3
heapdict                         1.0.1                     pyhd3eb1b0_0
holoviews                        1.19.1                    py312h06a4308_0
httpcore                         1.0.2                     py312h06a4308_0
httpx                            0.27.0                    py312h06a4308_0
hvplot                           0.11.0                    py312h06a4308_0
hyperlink                        21.0.0                    pyhd3eb1b0_0
icu                              73.1                      h6a678d5_0
idna                             3.7                       py312h06a4308_0
imagecodecs                      2023.1.23                 py312h81b8100_1
imageio                          2.33.1                    py312h06a4308_0
imagesize                        1.4.1                     py312h06a4308_0
imbalanced-learn                 0.12.3                    py312h06a4308_1
importlib-metadata               7.0.1                     py312h06a4308_0
incremental                      22.10.0                   pyhd3eb1b0_0
inflection                       0.5.1                     py312h06a4308_1
iniconfig                        1.1.1                     pyhd3eb1b0_0
intake                           2.0.7                     py312h06a4308_0
intel-openmp                     2023.1.0                  hdb19cb5_46306
interface-meta                   1.3.0                     pypi_0              pypi
interpolation                    2.2.7                     pypi_0              pypi
intervaltree                     3.1.0                     pyhd3eb1b0_0
ipykernel                        6.28.0                    py312h06a4308_0
ipython                          8.27.0                    py312h06a4308_0
ipython_genutils                 0.2.0                     pyhd3eb1b0_1
ipywidgets                       7.8.1                     py312h06a4308_0
isoduration                      20.11.0                   pypi_0              pypi
isort                            5.13.2                    py312h06a4308_0
itemadapter                      0.3.0                     pyhd3eb1b0_0
itemloaders                      1.1.0                     py312h06a4308_0
itsdangerous                     2.2.0                     py312h06a4308_0
jaraco.classes                   3.2.1                     pyhd3eb1b0_0
jax                              0.6.2                     pypi_0              pypi
jax-cuda12-pjrt                  0.6.2                     pypi_0              pypi
jax-cuda12-plugin                0.6.2                     pypi_0              pypi
jaxlib                           0.6.2                     pypi_0              pypi
jedi                             0.19.1                    py312h06a4308_0
jeepney                          0.7.1                     pyhd3eb1b0_0
jellyfish                        1.0.1                     py312hb02cf49_0
jinja2                           3.1.4                     py312h06a4308_0
jmespath                         1.0.1                     py312h06a4308_0
joblib                           1.4.2                     py312h06a4308_0
jpeg                             9e                        h5eee18b_3
jq                               1.6                       h27cfd23_1000
json5                            0.9.6                     pyhd3eb1b0_0
jsonpointer                      3.0.0                     pypi_0              pypi
jsonschema                       4.23.0                    py312h06a4308_0
jsonschema-specifications        2023.7.1                  py312h06a4308_0
jupyter                          1.0.0                     py312h06a4308_9
jupyter-book                     1.0.3                     pypi_0              pypi
jupyter-cache                    1.0.1                     pypi_0              pypi
jupyter-lsp                      2.2.0                     py312h06a4308_0
jupyter-server-mathjax           0.2.6                     pypi_0              pypi
jupyter_client                   8.6.0                     py312h06a4308_0
jupyter_console                  6.6.3                     py312h06a4308_1
jupyter_core                     5.7.2                     py312h06a4308_0
jupyter_events                   0.10.0                    py312h06a4308_0
jupyter_server                   2.14.1                    py312h06a4308_0
jupyter_server_terminals         0.4.4                     py312h06a4308_1
jupyterlab                       4.2.5                     py312h06a4308_0
jupyterlab-variableinspector     3.1.0                     py312h06a4308_0
jupyterlab_pygments              0.1.2                     py_0
jupyterlab_server                2.27.3                    py312h06a4308_0
jupyterlab_widgets               1.0.0                     pyhd3eb1b0_1
jxrlib                           1.1                       h7b6447c_2
kaleido                          1.0.0                     pypi_0              pypi
keyring                          24.3.1                    py312h06a4308_0
kiwisolver                       1.4.4                     py312h6a678d5_0
krb5                             1.20.1                    h143b758_1
latexcodec                       3.0.1                     pypi_0              pypi
lazy-object-proxy                1.10.0                    py312h5eee18b_0
lazy_loader                      0.4                       py312h06a4308_0
lcms2                            2.12                      h3be6417_0
ld_impl_linux-64                 2.40                      h12ee557_0
lerc                             3.0                       h295c915_0
libabseil                        20240116.2                cxx17_h6a678d5_0
libaec                           1.0.4                     he6710b0_1
libavif                          0.11.1                    h5eee18b_0
libboost                         1.82.0                    h109eef0_2
libbrotlicommon                  1.0.9                     h5eee18b_8
libbrotlidec                     1.0.9                     h5eee18b_8
libbrotlienc                     1.0.9                     h5eee18b_8
libclang                         14.0.6                    default_hc6dbbc7_1
libclang13                       14.0.6                    default_he11475f_1
libcups                          2.4.2                     h2d74bed_1
libcurl                          8.9.1                     h251f7ec_0
libdeflate                       1.17                      h5eee18b_1
libedit                          3.1.20230828              h5eee18b_0
libev                            4.33                      h7f8727e_1
libevent                         2.1.12                    hdbd6064_1
libffi                           3.4.4                     h6a678d5_1
libgcc-ng                        11.2.0                    h1234567_1
libgfortran-ng                   11.2.0                    h00389a5_1
libgfortran5                     11.2.0                    h1234567_1
libglib                          2.78.4                    hdc74915_0
libgomp                          11.2.0                    h1234567_1
libgrpc                          1.62.2                    h2d74bed_0
libiconv                         1.16                      h5eee18b_3
libllvm14                        14.0.6                    hecde1de_4
libnghttp2                       1.57.0                    h2d74bed_0
libpng                           1.6.39                    h5eee18b_0
libpq                            12.17                     hdbd6064_0
libprotobuf                      4.25.3                    he621ea3_0
libsass                          0.23.0                    pypi_0              pypi
libsodium                        1.0.18                    h7b6447c_0
libspatialindex                  1.9.3                     h2531618_0
libssh2                          1.11.0                    h251f7ec_0
libstdcxx-ng                     11.2.0                    h1234567_1
libthrift                        0.15.0                    h1795dd8_2
libtiff                          4.5.1                     h6a678d5_0
libuuid                          1.41.5                    h5eee18b_0
libwebp-base                     1.3.2                     h5eee18b_0
libxcb                           1.15                      h7f8727e_0
libxkbcommon                     1.0.1                     h5eee18b_1
libxml2                          2.10.4                    hfdd30dd_2
libxslt                          1.1.37                    h5eee18b_1
libzopfli                        1.0.3                     he6710b0_0
linearmodels                     6.1                       pypi_0              pypi
linkify-it-py                    2.0.0                     py312h06a4308_0
llvmlite                         0.43.0                    py312h6a678d5_0
locket                           1.0.0                     py312h06a4308_0
logical-unification              0.4.6                     pypi_0              pypi
logistro                         1.1.0                     pypi_0              pypi
lxml                             5.2.1                     py312hdbbb534_0
lz4                              4.3.2                     py312h5eee18b_0
lz4-c                            1.9.4                     h6a678d5_1
lzo                              2.10                      h7b6447c_2
markdown                         3.4.1                     py312h06a4308_0
markdown-it-py                   2.2.0                     py312h06a4308_1
markupsafe                       2.1.3                     py312h5eee18b_0
matplotlib                       3.9.2                     py312h06a4308_0
matplotlib-base                  3.9.2                     py312h66fe004_0
matplotlib-inline                0.1.6                     py312h06a4308_0
mccabe                           0.7.0                     pyhd3eb1b0_0
mdit-py-plugins                  0.3.5                     pypi_0              pypi
mdurl                            0.1.0                     py312h06a4308_0
minikanren                       1.0.5                     pypi_0              pypi
mistune                          2.0.4                     py312h06a4308_0
mkl                              2023.1.0                  h213fc3f_46344
mkl-service                      2.4.0                     py312h5eee18b_1
mkl_fft                          1.3.10                    py312h5eee18b_0
mkl_random                       1.2.7                     py312h526ad5a_0
ml-dtypes                        0.5.3                     pypi_0              pypi
more-itertools                   10.3.0                    py312h06a4308_0
mpmath                           1.3.0                     py312h06a4308_0
msgpack-python                   1.0.3                     py312hdb19cb5_0
multidict                        6.0.4                     py312h5eee18b_0
multipledispatch                 0.6.0                     py312h06a4308_0
multitasking                     0.0.12                    pypi_0              pypi
mypy                             1.11.2                    py312h5eee18b_0
mypy_extensions                  1.0.0                     py312h06a4308_0
mysql                            5.7.24                    h721c034_2
myst-nb                          1.3.0                     pypi_0              pypi
myst-parser                      1.0.0                     pypi_0              pypi
narwhals                         2.1.2                     pypi_0              pypi
nbclient                         0.8.0                     py312h06a4308_0
nbconvert                        7.16.4                    py312h06a4308_0
nbdime                           4.0.2                     pypi_0              pypi
nbformat                         5.10.4                    py312h06a4308_0
ncurses                          6.4                       h6a678d5_0
nest-asyncio                     1.6.0                     py312h06a4308_0
networkx                         3.3                       py312h06a4308_0
nltk                             3.9.1                     py312h06a4308_0
notebook                         7.2.2                     py312h06a4308_1
notebook-shim                    0.2.3                     py312h06a4308_0
nspr                             4.35                      h6a678d5_0
nss                              3.89.1                    h6a678d5_0
numba                            0.60.0                    py312h526ad5a_0
numexpr                          2.8.7                     py312hf827012_0
numpy                            1.26.4                    py312hc5e2394_0
numpy-base                       1.26.4                    py312h0da6c21_0
numpydoc                         1.7.0                     py312h06a4308_0
numpyro                          0.19.0                    pypi_0              pypi
nvidia-cublas-cu12               12.8.4.1                  pypi_0              pypi
nvidia-cuda-cupti-cu12           12.8.90                   pypi_0              pypi
nvidia-cuda-nvrtc-cu12           12.8.93                   pypi_0              pypi
nvidia-cuda-runtime-cu12         12.8.90                   pypi_0              pypi
nvidia-cudnn-cu12                9.10.2.21                 pypi_0              pypi
nvidia-cufft-cu12                11.3.3.83                 pypi_0              pypi
nvidia-cufile-cu12               1.13.1.3                  pypi_0              pypi
nvidia-curand-cu12               10.3.9.90                 pypi_0              pypi
nvidia-cusolver-cu12             11.7.3.90                 pypi_0              pypi
nvidia-cusparse-cu12             12.5.8.93                 pypi_0              pypi
nvidia-cusparselt-cu12           0.7.1                     pypi_0              pypi
nvidia-nccl-cu12                 2.27.5                    pypi_0              pypi
nvidia-nvjitlink-cu12            12.8.93                   pypi_0              pypi
nvidia-nvshmem-cu12              3.3.20                    pypi_0              pypi
nvidia-nvtx-cu12                 12.8.90                   pypi_0              pypi
oniguruma                        6.9.7.1                   h27cfd23_0
openjpeg                         2.5.2                     he7f1fd0_0
openpyxl                         3.1.5                     py312h5eee18b_0
openssl                          3.0.15                    h5eee18b_0
opt-einsum                       3.4.0                     pypi_0              pypi
orc                              2.0.1                     h2d29ad5_0
orjson                           3.11.2                    pypi_0              pypi
overrides                        7.4.0                     py312h06a4308_0
packaging                        24.1                      py312h06a4308_0
pandas                           2.2.2                     py312h526ad5a_0
pandocfilters                    1.5.0                     pyhd3eb1b0_0
panel                            1.5.2                     py312h06a4308_0
param                            2.1.1                     py312h06a4308_0
parsel                           1.8.1                     py312h06a4308_0
parso                            0.8.3                     pyhd3eb1b0_0
partd                            1.4.1                     py312h06a4308_0
pathspec                         0.10.3                    py312h06a4308_0
patsy                            0.5.6                     py312h06a4308_0
pcre2                            10.42                     hebb0a14_1
peewee                           3.18.2                    pypi_0              pypi
pexpect                          4.8.0                     pyhd3eb1b0_3
pickleshare                      0.7.5                     pyhd3eb1b0_1003
pillow                           10.4.0                    py312h5eee18b_0
pip                              24.2                      py312h06a4308_0
platformdirs                     3.10.0                    py312h06a4308_0
plotly                           6.3.0                     pypi_0              pypi
plotly-orca                      1.3.1                     1                   plotly
pluggy                           1.0.0                     py312h06a4308_1
ply                              3.11                      py312h06a4308_1
pot                              0.9.5                     pypi_0              pypi
prettytable                      3.16.0                    pypi_0              pypi
prometheus_client                0.14.1                    py312h06a4308_0
prompt-toolkit                   3.0.43                    py312h06a4308_0
prompt_toolkit                   3.0.43                    hd3eb1b0_0
protego                          0.1.16                    py_0
protobuf                         4.25.3                    py312h12ddb61_0
psutil                           5.9.0                     py312h5eee18b_0
ptyprocess                       0.7.0                     pyhd3eb1b0_2
pure_eval                        0.2.2                     pyhd3eb1b0_0
py-cpuinfo                       9.0.0                     py312h06a4308_0
pyarrow                          16.1.0                    py312h526ad5a_0
pyasn1                           0.4.8                     pyhd3eb1b0_0
pyasn1-modules                   0.2.8                     py_0
pybind11-abi                     5                         hd3eb1b0_0
pybtex                           0.25.1                    pypi_0              pypi
pybtex-docutils                  1.0.3                     pypi_0              pypi
pycodestyle                      2.11.1                    py312h06a4308_0
pycparser                        2.21                      pyhd3eb1b0_0
pyct                             0.5.0                     py312h06a4308_0
pycurl                           7.45.3                    py312hdbd6064_0
pydata-sphinx-theme              0.15.4                    pypi_0              pypi
pydeck                           0.8.0                     py312h06a4308_2
pydispatcher                     2.0.5                     py312h06a4308_3
pydocstyle                       6.3.0                     py312h06a4308_0
pyerfa                           2.0.1.4                   py312ha883a20_0
pyflakes                         3.2.0                     py312h06a4308_0
pygments                         2.15.1                    py312h06a4308_1
pyhdfe                           0.2.0                     pypi_0              pypi
pylint                           2.16.2                    py312h06a4308_0
pylint-venv                      3.0.3                     py312h06a4308_0
pyls-spyder                      0.4.0                     pyhd3eb1b0_0
pymc                             5.25.1                    pypi_0              pypi
pyodbc                           5.1.0                     py312h6a678d5_0
pyopenssl                        24.2.1                    py312h06a4308_0
pyparsing                        3.1.2                     py312h06a4308_0
pyqt                             5.15.10                   py312h6a678d5_0
pyqt5-sip                        12.13.0                   py312h5eee18b_0
pyqtwebengine                    5.15.10                   py312h6a678d5_0
pyro-api                         0.1.2                     pypi_0              pypi
pyro-ppl                         1.9.1                     pypi_0              pypi
pysocks                          1.7.1                     py312h06a4308_0
pytables                         3.10.1                    py312h387d6ec_0
pytensor                         2.31.7                    pypi_0              pypi
pytest                           7.4.4                     py312h06a4308_0
python                           3.12.7                    h5148396_0
python-dateutil                  2.9.0post0                py312h06a4308_2
python-fastjsonschema            2.16.2                    py312h06a4308_0
python-json-logger               2.0.7                     py312h06a4308_0
python-lmdb                      1.4.1                     py312h6a678d5_0
python-lsp-black                 2.0.0                     py312h06a4308_0
python-lsp-jsonrpc               1.1.2                     pyhd3eb1b0_0
python-lsp-server                1.10.0                    py312h06a4308_0
python-slugify                   5.0.2                     pyhd3eb1b0_0
python-tzdata                    2023.3                    pyhd3eb1b0_0
pytoolconfig                     1.2.6                     py312h06a4308_0
pytorch-triton                   3.4.0+gitf7888497         pypi_0              pypi
pytz                             2024.1                    py312h06a4308_0
pyviz_comms                      3.0.2                     py312h06a4308_0
pywavelets                       1.7.0                     py312h5eee18b_0
pyxdg                            0.27                      pyhd3eb1b0_0
pyyaml                           6.0.1                     py312h5eee18b_0
pyzmq                            25.1.2                    py312h6a678d5_0
qdarkstyle                       3.2.3                     pyhd3eb1b0_0
qstylizer                        0.2.2                     py312h06a4308_0
qt-main                          5.15.2                    h53bd1ea_10
qt-webengine                     5.15.9                    h9ab4d14_7
qtawesome                        1.3.1                     py312h06a4308_0
qtconsole                        5.5.1                     py312h06a4308_0
qtpy                             2.4.1                     py312h06a4308_0
quantecon                        0.9.0                     pypi_0              pypi
quantecon-book-theme             0.7.6                     pypi_0              pypi
queuelib                         1.6.2                     py312h06a4308_0
re2                              2022.04.01                h295c915_0
readline                         8.2                       h5eee18b_0
referencing                      0.30.2                    py312h06a4308_0
regex                            2024.9.11                 py312h5eee18b_0
requests                         2.32.3                    py312h06a4308_0
requests-file                    1.5.1                     pyhd3eb1b0_0
rfc3339-validator                0.1.4                     py312h06a4308_0
rfc3986-validator                0.1.1                     py312h06a4308_0
rich                             13.7.1                    py312h06a4308_0
rope                             1.12.0                    py312h06a4308_0
rpds-py                          0.10.6                    py312hb02cf49_0
rtree                            1.0.1                     py312h06a4308_0
s2n                              1.3.27                    hdbd6064_0
s3fs                             2024.6.1                  py312h06a4308_0
scikit-image                     0.24.0                    py312h526ad5a_0
scikit-learn                     1.5.1                     py312h526ad5a_0
scipy                            1.13.1                    py312hc5e2394_0
scrapy                           2.11.1                    py312h06a4308_0
seaborn                          0.13.2                    py312h06a4308_0
secretstorage                    3.3.1                     py312h06a4308_1
send2trash                       1.8.2                     py312h06a4308_0
service_identity                 18.1.0                    pyhd3eb1b0_1
setuptools                       75.1.0                    py312h06a4308_0
setuptools-scm                   8.3.1                     pypi_0              pypi
simplejson                       3.20.1                    pypi_0              pypi
sip                              6.7.12                    py312h6a678d5_0
six                              1.16.0                    pyhd3eb1b0_1
smart_open                       5.2.1                     py312h06a4308_0
smmap                            4.0.0                     pyhd3eb1b0_0
snappy                           1.2.1                     h6a678d5_0
sniffio                          1.3.0                     py312h06a4308_0
snowballstemmer                  2.2.0                     pyhd3eb1b0_0
sortedcontainers                 2.4.0                     pyhd3eb1b0_0
soupsieve                        2.5                       py312h06a4308_0
sphinx                           5.3.0                     pypi_0              pypi
sphinx-book-theme                1.1.3                     pypi_0              pypi
sphinx-comments                  0.0.3                     pypi_0              pypi
sphinx-copybutton                0.5.2                     pypi_0              pypi
sphinx-design                    0.6.0                     pypi_0              pypi
sphinx-exercise                  1.0.1                     pypi_0              pypi
sphinx-external-toc              1.0.1                     pypi_0              pypi
sphinx-jupyterbook-latex         1.0.0                     pypi_0              pypi
sphinx-multitoc-numbering        0.1.3                     pypi_0              pypi
sphinx-proof                     0.2.0                     pypi_0              pypi
sphinx-reredirects               0.1.4                     pypi_0              pypi
sphinx-thebe                     0.3.1                     pypi_0              pypi
sphinx-togglebutton              0.3.2                     pypi_0              pypi
sphinx-tojupyter                 0.3.0                     pypi_0              pypi
sphinxcontrib-applehelp          1.0.2                     pyhd3eb1b0_0
sphinxcontrib-bibtex             2.6.5                     pypi_0              pypi
sphinxcontrib-devhelp            1.0.2                     pyhd3eb1b0_0
sphinxcontrib-htmlhelp           2.0.0                     pyhd3eb1b0_0
sphinxcontrib-jsmath             1.0.1                     pyhd3eb1b0_0
sphinxcontrib-qthelp             1.0.3                     pyhd3eb1b0_0
sphinxcontrib-serializinghtml    1.1.10                    py312h06a4308_0
sphinxcontrib-youtube            1.3.0                     pypi_0              pypi
sphinxext-rediraffe              0.2.7                     pypi_0              pypi
spyder                           5.5.1                     py312h06a4308_4
spyder-kernels                   2.5.0                     py312h06a4308_0
sqlalchemy                       2.0.34                    py312h00e1ef3_0
sqlite                           3.45.3                    h5eee18b_0
stack_data                       0.2.0                     pyhd3eb1b0_0
statsmodels                      0.14.2                    py312ha883a20_0
streamlit                        1.37.1                    py312h06a4308_0
sympy                            1.14.0                    pypi_0              pypi
tabulate                         0.9.0                     py312h06a4308_0
tbb                              2021.8.0                  hdb19cb5_0
tblib                            1.7.0                     pyhd3eb1b0_0
tenacity                         8.2.3                     py312h06a4308_0
terminado                        0.17.1                    py312h06a4308_0
text-unidecode                   1.3                       pyhd3eb1b0_0
textdistance                     4.2.1                     pyhd3eb1b0_0
threadpoolctl                    3.5.0                     py312he106c6f_0
three-merge                      0.1.1                     pyhd3eb1b0_0
tifffile                         2023.4.12                 py312h06a4308_0
tinycss2                         1.2.1                     py312h06a4308_0
tk                               8.6.14                    h39e8969_0
tldextract                       5.1.2                     py312h06a4308_0
toml                             0.10.2                    pyhd3eb1b0_0
tomli                            2.0.1                     py312h06a4308_1
tomlkit                          0.11.1                    py312h06a4308_0
toolz                            0.12.0                    py312h06a4308_0
torch                            2.9.0.dev20250824+cu128   pypi_0              pypi
torchaudio                       2.8.0.dev20250824+cu128   pypi_0              pypi
torchvision                      0.24.0.dev20250824+cu128  pypi_0              pypi
tornado                          6.4.1                     py312h5eee18b_0
tqdm                             4.66.5                    py312he106c6f_0
traitlets                        5.14.3                    py312h06a4308_0
twisted                          23.10.0                   py312h06a4308_0
typing-extensions                4.11.0                    py312h06a4308_0
typing_extensions                4.11.0                    py312h06a4308_0
tzdata                           2024b                     h04d1e81_0
uc-micro-py                      1.0.1                     py312h06a4308_0
ujson                            5.10.0                    py312h6a678d5_0
unicodedata2                     15.1.0                    py312h5eee18b_0
unidecode                        1.3.8                     py312h06a4308_0
unixodbc                         2.3.11                    h5eee18b_0
uri-template                     1.3.0                     pypi_0              pypi
urllib3                          2.2.3                     py312h06a4308_0
utf8proc                         2.6.1                     h5eee18b_1
w3lib                            1.21.0                    pyhd3eb1b0_0
watchdog                         4.0.1                     py312h06a4308_0
wcwidth                          0.2.5                     pyhd3eb1b0_0
webcolors                        24.11.1                   pypi_0              pypi
webencodings                     0.5.1                     py312h06a4308_2
websocket-client                 1.8.0                     py312h06a4308_0
websockets                       15.0.1                    pypi_0              pypi
werkzeug                         3.0.3                     py312h06a4308_0
whatthepatch                     1.0.2                     py312h06a4308_0
wheel                            0.44.0                    py312h06a4308_0
widgetsnbextension               3.6.6                     py312h06a4308_0
wrapt                            1.14.1                    py312h5eee18b_0
wurlitzer                        3.0.2                     py312h06a4308_0
xarray                           2025.8.0                  pypi_0              pypi
xarray-einstats                  0.9.1                     pypi_0              pypi
xyzservices                      2022.9.0                  py312h06a4308_1
xz                               5.4.6                     h5eee18b_1
yaml                             0.2.5                     h7b6447c_0
yapf                             0.40.2                    py312h06a4308_0
yarl                             1.11.0                    py312h5eee18b_0
yfinance                         0.2.65                    pypi_0              pypi
zeromq                           4.3.5                     h6a678d5_0
zfp                              1.0.0                     h6a678d5_0
zict                             3.0.0                     py312h06a4308_0
zipp                             3.17.0                    py312h06a4308_0
zlib                             1.2.13                    h5eee18b_1
zlib-ng                          2.0.7                     h5eee18b_0
zope                             1.0                       py312h06a4308_1
zope.interface                   5.4.0                     py312h5eee18b_0
zstd                             1.5.6                     hc292b87_0

This lecture series has access to the following GPU

!nvidia-smi
Mon Aug 25 05:13:04 2025       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 575.51.03              Driver Version: 575.51.03      CUDA Version: 12.9     |
|-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  Tesla T4                       Off |   00000000:00:1E.0 Off |                    0 |
| N/A   33C    P8              9W /   70W |       0MiB /  15360MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+
                                                                                         
+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                               Usage      |
|=========================================================================================|
|  No running processes found                                                             |
+-----------------------------------------------------------------------------------------+

You can check the backend used by JAX using:

import jax
# Check if JAX is using GPU
print(f"JAX backend: {jax.devices()[0].platform}")
JAX backend: gpu