120. Execution Statistics#

This table contains the latest execution statistics.

Document

Modified

Method

Run Time (s)

Status

affine_risk_prices

2026-07-20 04:24

cache

7.72

✅

aiyagari

2026-07-20 04:24

cache

17.9

✅

aiyagari_egm

2026-07-20 04:25

cache

17.38

✅

ak2

2026-07-20 04:25

cache

12.51

✅

ak_aiyagari

2026-07-20 04:25

cache

24.46

✅

ar1_bayes

2026-07-20 04:30

cache

259.89

✅

ar1_turningpts

2026-07-20 04:34

cache

254.14

✅

back_prop

2026-07-20 04:35

cache

98.47

✅

bayes_nonconj

2026-07-20 04:36

cache

49.47

✅

blackwell_kihlstrom

2026-07-20 04:36

cache

6.38

✅

career

2026-07-20 04:37

cache

9.79

✅

cass_fiscal

2026-07-20 04:37

cache

17.77

✅

cass_fiscal_2

2026-07-20 04:37

cache

5.63

✅

cass_koopmans_1

2026-07-20 04:37

cache

13.76

✅

cass_koopmans_2

2026-07-20 04:37

cache

6.63

✅

chow_business_cycles

2026-07-20 04:37

cache

9.19

✅

cross_product_trick

2026-07-20 04:37

cache

1.14

✅

divergence_measures

2026-07-20 04:38

cache

12.85

✅

eig_circulant

2026-07-20 04:38

cache

2.85

✅

endogenous_lake

2026-07-20 04:46

cache

495.33

✅

exchangeable

2026-07-20 04:46

cache

7.81

✅

finite_markov

2026-07-20 04:46

cache

7.59

✅

ge_arrow

2026-07-20 04:46

cache

1.93

✅

hansen_singleton_1982

2026-07-20 04:47

cache

13.72

✅

hansen_singleton_1983

2026-07-20 04:47

cache

24.45

✅

harrison_kreps

2026-07-20 04:47

cache

3.49

✅

hoist_failure

2026-07-20 04:48

cache

49.36

✅

house_auction

2026-07-20 04:48

cache

2.87

✅

ifp_advanced

2026-07-20 04:48

cache

25.62

✅

ifp_discrete

2026-07-20 04:49

cache

12.54

✅

ifp_egm

2026-07-20 04:49

cache

10.07

✅

ifp_egm_transient_shocks

2026-07-20 04:49

cache

17.05

✅

ifp_opi

2026-07-20 04:49

cache

8.5

✅

imp_sample

2026-07-20 23:21

cache

146.96

✅

information_market_equilibrium

2026-07-20 04:54

cache

62.25

✅

intro

2026-07-20 04:54

cache

0.94

✅

inventory_dynamics

2026-07-20 04:54

cache

9.82

✅

inventory_q

2026-07-20 04:55

cache

6.49

✅

jv

2026-07-20 04:55

cache

10.83

✅

kalman

2026-07-20 04:55

cache

7.76

✅

kalman_2

2026-07-20 04:55

cache

32.37

✅

kalman_filter_var

2026-07-20 04:56

cache

8.58

✅

kesten_processes

2026-07-20 04:56

cache

9.74

✅

lagrangian_lqdp

2026-07-20 04:56

cache

25.61

✅

lake_model

2026-07-20 04:56

cache

10.36

✅

likelihood_bayes

2026-07-20 04:57

cache

44.58

✅

likelihood_ratio_process

2026-07-20 04:57

cache

22.71

✅

likelihood_ratio_process_2

2026-07-20 04:58

cache

30.95

✅

likelihood_var

2026-07-20 04:58

cache

21.56

✅

linear_algebra

2026-07-20 04:58

cache

2.48

✅

linear_models

2026-07-20 04:59

cache

7.81

✅

lln_clt

2026-07-20 04:59

cache

10.55

✅

long_run_risk_operator

2026-07-20 04:59

cache

18.51

✅

lq_bewley_complete_markets

2026-07-20 04:59

cache

4.44

✅

lq_inventories

2026-07-20 04:59

cache

13.01

✅

lq_permanent_income

2026-07-20 04:59

cache

3.86

✅

lq_robust_smoothing

2026-07-20 04:59

cache

4.14

✅

lqcontrol

2026-07-20 23:21

cache

6.52

✅

ls_learning

2026-07-20 05:00

cache

9.96

✅

markov_asset

2026-07-20 05:00

cache

5.72

✅

markov_perf

2026-07-20 05:00

cache

4.42

✅

mccall_fitted_vfi

2026-07-20 05:01

cache

45.36

✅

mccall_model

2026-07-20 05:01

cache

13.16

✅

mccall_model_with_sep_markov

2026-07-20 05:01

cache

26.13

✅

mccall_model_with_separation

2026-07-20 05:02

cache

15.32

✅

mccall_persist_trans

2026-07-20 05:02

cache

11.2

✅

mccall_q

2026-07-20 05:02

cache

15.78

✅

measurement_models

2026-07-20 05:02

cache

3.54

✅

merging_of_opinions

2026-07-20 05:05

cache

165.4

✅

misspecified_recovery

2026-07-20 05:05

cache

28.22

✅

mix_model

2026-07-20 05:07

cache

99.27

✅

mle

2026-07-20 05:07

cache

10.95

✅

morris_learn

2026-07-20 05:07

cache

15.88

✅

multi_hyper

2026-07-20 05:08

cache

29.75

✅

multivariate_normal

2026-07-20 05:08

cache

5.66

✅

navy_captain

2026-07-20 05:09

cache

27.26

✅

newton_method

2026-07-20 05:09

cache

52.63

✅

odu

2026-07-20 05:10

cache

48.99

✅

ols

2026-07-20 05:10

cache

7.51

✅

opt_transport

2026-07-20 05:11

cache

13.69

✅

organization_capital

2026-07-20 05:11

cache

5.45

✅

os

2026-07-20 05:11

cache

2.0

✅

os_egm

2026-07-20 05:11

cache

3.77

✅

os_egm_jax

2026-07-20 05:11

cache

6.93

✅

os_numerical

2026-07-20 05:11

cache

14.29

✅

os_stochastic

2026-07-20 05:12

cache

58.21

✅

os_time_iter

2026-07-20 05:12

cache

5.06

✅

pandas_panel

2026-07-20 05:12

cache

5.37

✅

perm_income

2026-07-20 05:12

cache

3.62

✅

perm_income_cons

2026-07-20 05:12

cache

7.38

✅

prob_matrix

2026-07-20 05:13

cache

10.66

✅

prob_meaning

2026-07-20 05:13

cache

38.56

✅

qr_decomp

2026-07-20 05:13

cache

1.37

✅

rand_resp

2026-07-20 05:13

cache

2.45

✅

rational_expectations

2026-07-20 05:13

cache

3.56

✅

rational_learning_re

2026-07-20 05:14

cache

5.49

✅

re_with_feedback

2026-07-20 05:14

cache

10.11

✅

robust_permanent_income

2026-07-20 05:14

cache

6.59

✅

ross_recovery

2026-07-20 05:14

cache

6.11

✅

rs_inventory_q

2026-07-20 05:14

cache

7.7

✅

samuelson

2026-07-20 05:14

cache

10.63

✅

sir_model

2026-07-20 05:14

cache

3.11

✅

stats_examples

2026-07-20 05:14

cache

4.23

✅

status

2026-07-20 05:14

cache

8.3

✅

survival_recursive_preferences

2026-07-20 05:15

cache

5.36

✅

svd_intro

2026-07-20 05:15

cache

1.4

✅

theil_1

2026-07-20 05:15

cache

4.28

✅

theil_2

2026-07-20 05:15

cache

5.63

✅

troubleshooting

2026-07-20 04:54

cache

0.94

✅

two_auctions

2026-07-20 05:15

cache

20.8

✅

two_computation

2026-07-20 05:16

cache

47.02

✅

uncertainty_traps

2026-07-20 05:16

cache

2.6

✅

unemployment_linear

2026-07-20 05:16

cache

31.18

✅

unemployment_shocks

2026-07-20 05:17

cache

55.06

✅

util_rand_resp

2026-07-20 05:17

cache

2.9

✅

var_dmd

2026-07-20 04:54

cache

0.94

✅

von_neumann_model

2026-07-20 05:17

cache

2.99

✅

wald_friedman

2026-07-20 05:18

cache

20.09

✅

wald_friedman_2

2026-07-20 05:18

cache

12.87

✅

wealth_dynamics

2026-07-20 05:19

cache

34.11

✅

zreferences

2026-07-20 04:54

cache

0.94

✅

These lectures are built on linux instances through github actions.

These lectures are using the following python version

!python --version

Python 3.13.14

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                 52_gnu
accessible-pygments              0.0.5               pypi_0               pypi
aiobotocore                      3.7.0               py313h06a4308_0
aiodns                           3.6.1               py313h06a4308_0
aiohappyeyeballs                 2.6.2               py313h06a4308_0
aiohttp                          3.14.1              py313h47b2149_0
aioitertools                     0.12.0              py313h06a4308_0
aiosignal                        1.4.0               py313h06a4308_0
alabaster                        0.7.16              pypi_0               pypi
alsa-lib                         1.2.15.3            h47b2149_0
altair                           6.0.0               py313h06a4308_1
anaconda                         2026.07             py313_mkl_0
anyio                            4.12.1              py313h06a4308_0
aom                              3.13.2              h664349e_0
argon2-cffi                      25.1.0              py313h06a4308_0
argon2-cffi-bindings             25.1.0              py313hee96239_0
arrow                            1.4.0               py313h06a4308_0
arrow-cpp                        23.0.1              cpu_h3e9d749_4
arviz                            1.2.0               pypi_0               pypi
arviz-base                       1.2.0               pypi_0               pypi
arviz-plots                      1.2.0               pypi_0               pypi
arviz-stats                      1.2.0               pypi_0               pypi
astroid                          4.0.3               py313h06a4308_0
astropy                          8.0.0               py313h44c8d7b_0
astropy-iers-data                0.2026.7.13.0.54.2  py313h06a4308_0
asttokens                        3.0.1               py313h06a4308_0
async-lru                        2.3.0               py313h06a4308_0
asyncssh                         2.21.1              py313h06a4308_0
attrs                            26.1.0              py313h0c820a0_0
autopep8                         2.0.4               pyhd3eb1b0_0
aws-c-auth                       0.10.1              h47b2149_0
aws-c-cal                        0.9.13              h1b28b03_0
aws-c-common                     0.12.6              h47b2149_0
aws-c-compression                0.3.2               h47b2149_0
aws-c-event-stream               0.6.1               h47b2149_0
aws-c-http                       0.10.13             h47b2149_0
aws-c-io                         0.26.3              h1b29dbc_0
aws-c-mqtt                       0.15.2              h47b2149_0
aws-c-s3                         0.12.0              h1b28b03_1
aws-c-sdkutils                   0.2.4               h47b2149_2
aws-checksums                    0.2.10              h47b2149_0
aws-crt-cpp                      0.37.4              h7354ed3_1
aws-sdk-cpp                      1.11.774            h8c0960e_1
babel                            2.17.0              py313h06a4308_0
bcrypt                           5.0.0               py313h498d7c9_0
beautifulsoup4                   4.15.0              py313h06a4308_0
binaryornot                      0.6.0               py313h06a4308_0
black                            26.5.1              py313h06a4308_0
blas                             1.0                 mkl
bleach                           6.4.0               py313h06a4308_0
blinker                          1.9.0               py313h06a4308_1
blosc                            1.21.6              hf7d4471_0
bokeh                            3.9.1               py313h06a4308_0
botocore                         1.43.0              py313h06a4308_0
brotlicffi                       1.2.0.0             py313h7354ed3_0
bzip2                            1.0.8               h5eee18b_6
c-ares                           1.34.7              hd44998d_0
c-blosc2                         2.22.0              h320d3c0_0
ca-certificates                  2026.5.14           h06a4308_0
cachetools                       6.2.2               py313h06a4308_0
cairo                            1.18.4              ha82d1dd_1
cattrs                           26.1.0              py313h06a4308_0
certifi                          2026.6.17           py313h06a4308_0
cffi                             2.1.0               py313h3b52fac_0
chardet                          5.2.0               py313h06a4308_0
charset-normalizer               3.4.7               py313h06a4308_0
choreographer                    1.3.0               pypi_0               pypi
click                            8.4.1               py313h06a4308_0
cloudpickle                      3.1.2               py313h06a4308_0
colorama                         0.4.6               pypi_0               pypi
colorcet                         3.2.1               py313h06a4308_0
comm                             0.2.3               py313h06a4308_0
cons                             0.4.7               pypi_0               pypi
contourpy                        1.3.3               py313hdb19cb5_0
cookiecutter                     2.7.1               py313h06a4308_0
cryptography                     49.0.0              py313hef7b95b_0
curl                             8.21.0              h5c7b728_0
curl-cffi                        0.15.0              pypi_0               pypi
cycler                           0.12.1              py313h06a4308_0
cyrus-sasl                       2.1.28              h2f687bf_5
dask                             2026.7.1            py313h06a4308_0
dask-core                        2026.7.1            py313h06a4308_0
datashader                       0.19.1              py313h06a4308_0
dav1d                            1.5.3               h12c9f22_1
dbus                             1.16.2              h5bd4931_0
debugpy                          1.8.21              py313h7354ed3_0
decorator                        5.3.1               py313h06a4308_0
defusedxml                       0.7.1               pyhd3eb1b0_0
diff-match-patch                 20200713            pyhd3eb1b0_0
dill                             0.4.1               py313h06a4308_0
distributed                      2026.7.1            py313h06a4308_0
docstring-to-markdown            0.17                py313h06a4308_0
docutils                         0.21.2              py313h06a4308_1
et_xmlfile                       2.0.0               py313h06a4308_0
etuples                          0.3.10              pypi_0               pypi
executing                        2.2.1               py313h06a4308_0
expat                            2.8.2               h7354ed3_1
filelock                         3.31.1              pypi_0               pypi
flake8                           7.1.1               py313h06a4308_0
flask                            3.1.3               py313h06a4308_0
fontconfig                       2.17.1              h062c814_0
fonttools                        4.63.0              py313h47b2149_0
formulaic                        1.2.2               pypi_0               pypi
fqdn                             1.5.1               pypi_0               pypi
freetype                         2.14.1              hf5b9546_0
frozenlist                       1.8.0               py313hbdd6827_0
fsspec                           2026.4.0            py313h7040dfc_0
gettext                          0.25.1              h92eb808_0
gettext-tools                    0.25.1              h6a67909_0
gflags                           2.3.0               h861b1fb_0
gitdb                            4.0.12              py313h06a4308_0
gitpython                        3.1.50              py313h06a4308_0
glog                             0.7.1               h485759d_0
gmp                              6.3.0               h6a678d5_0
gmpy2                            2.2.2               py313ha78e65c_0
graphite2                        1.3.15              h9ba177b_0
greenlet                         3.3.2               py313h7354ed3_0
h11                              0.16.0              py313h06a4308_1
h5py                             3.16.0              py313hbc3df90_0
harfbuzz                         12.3.0              h572a7f1_2
hdf5                             2.0.0               h91801a2_3
heapdict                         1.0.1               pyhd3eb1b0_0
holoviews                        1.23.1              py313h06a4308_0
httpcore                         1.0.9               py313h06a4308_0
httptools                        0.7.1               py313h47b2149_0
httpx                            0.28.1              py313h06a4308_1
hvplot                           0.12.2              py313h06a4308_1
icu                              78.3                h53478e7_1
idna                             3.18                py313h06a4308_0
imageio                          2.37.3              py313h7040dfc_0
imagesize                        1.4.1               py313h06a4308_0
imbalanced-learn                 0.14.2              py313h06a4308_0
importlib-metadata               8.7.1               py313h06a4308_0
inflection                       0.5.1               py313h06a4308_1
iniconfig                        2.3.0               py313h06a4308_0
intake                           2.0.9               py313h06a4308_0
intel-openmp                     2025.0.0            h06a4308_1172
interface-meta                   2.0.1               pypi_0               pypi
interpolation                    2.2.7               pypi_0               pypi
intervaltree                     3.2.1               pyhd3eb1b0_0
ipykernel                        6.31.0              py313h7040dfc_0
ipympl                           0.9.8               py313h06a4308_0
ipython                          9.14.0              py313h06a4308_0
ipython_pygments_lexers          1.1.1               py313h06a4308_0
ipywidgets                       8.1.7               py313h06a4308_1
isoduration                      20.11.0             pypi_0               pypi
isort                            8.0.1               py313h06a4308_0
itsdangerous                     2.2.0               py313h06a4308_0
jansson                          2.15.0              hbcba0ee_0
jaraco.classes                   3.4.0               py313h06a4308_0
jaraco.context                   6.1.0               py313h06a4308_0
jaraco.functools                 4.4.0               py313h06a4308_0
jax                              0.11.0              pypi_0               pypi
jax-cuda13-pjrt                  0.11.0              pypi_0               pypi
jax-cuda13-plugin                0.11.0              pypi_0               pypi
jaxlib                           0.11.0              pypi_0               pypi
jedi                             0.19.2              py313h06a4308_0
jeepney                          0.7.1               pyhd3eb1b0_0
jellyfish                        1.2.1               py313h498d7c9_0
jinja2                           3.1.6               py313h06a4308_0
jmespath                         1.1.0               py313h06a4308_0
joblib                           1.5.3               py313h06a4308_0
jq                               1.8.2               h47b2149_1
json5                            0.12.1              py313h06a4308_0
jsonpointer                      3.1.1               pypi_0               pypi
jsonschema                       4.25.1              py313h06a4308_0
jsonschema-specifications        2025.9.1            py313h06a4308_0
jupyter                          1.1.1               py313h06a4308_0
jupyter-book                     1.0.4.post1         pypi_0               pypi
jupyter-cache                    1.0.1               pypi_0               pypi
jupyter-lsp                      2.3.0               py313h06a4308_0
jupyter_client                   8.9.1               py313h06a4308_0
jupyter_console                  6.6.3               py313h06a4308_1
jupyter_core                     5.9.1               py313h06a4308_0
jupyter_events                   0.12.1              py313h06a4308_0
jupyter_server                   2.20.0              py313h06a4308_0
jupyter_server_terminals         0.5.4               py313h06a4308_0
jupyterlab                       4.5.9               py313h06a4308_0
jupyterlab-variableinspector     3.2.4               py313h06a4308_1
jupyterlab_pygments              0.3.0               py313h06a4308_0
jupyterlab_server                2.28.0              py313h06a4308_1
jupyterlab_widgets               3.0.16              py313h06a4308_1
kaleido                          1.3.0               pypi_0               pypi
keyring                          25.7.0              py313h06a4308_0
kiwisolver                       1.4.9               py313h24d9097_0
lark                             1.3.1               pypi_0               pypi
latexcodec                       3.0.1               pypi_0               pypi
lazy_loader                      0.5                 py313h06a4308_0
lcms2                            2.19.1              h425df66_1
ld_impl_linux-64                 2.44                h9e0c5a2_3
lerc                             4.1.0               h7354ed3_2
libabseil                        20260107.0          cxx17_h6199ee8_0
libasprintf                      0.25.1              hf2ab22a_0
libasprintf-devel                0.25.1              hf2ab22a_0
libavif                          1.3.0               h2b90b00_1
libbrotlicommon                  1.2.0               h32cd6e7_0
libbrotlidec                     1.2.0               ha2c5f68_0
libbrotlienc                     1.2.0               h2e96acb_0
libcups                          2.4.15              hbe4054b_0
libcurl                          8.21.0              hd8fa685_0
libdeflate                       1.22                h5eee18b_0
libdrm                           2.4.124             h5eee18b_0
libedit                          3.1.20230828        h5eee18b_0
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libffi                           3.4.8               h06d3fd0_3
libgcc                           15.2.0              h69a1729_8
libgcc-ng                        15.2.0              h166f726_8
libgettextpo                     0.25.1              hf2ab22a_0
libgettextpo-devel               0.25.1              hf2ab22a_0
libgfortran                      15.2.0              h166f726_8
libgfortran5                     15.2.0              hc633d37_8
libgl                            1.7.0               h5eee18b_2
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libglvnd                         1.7.0               h5eee18b_2
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libgomp                          15.2.0              h4751f2c_8
libgrpc                          1.78.0              h01ccb81_1
libiconv                         1.18                h75a1612_0
libidn2                          2.3.8               hf80d704_0
libjpeg-turbo                    3.1.3               h47b2149_0
libkrb5                          1.22.2              hbd13c29_0
libllvm21                        21.1.8              h3801bc2_1
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libnghttp2                       1.69.0              hc59f8b6_0
libopengl                        1.7.0               h5eee18b_2
libopenjpeg                      2.5.4               h47b2149_2
libopus                          1.6.1               h9f10d21_0
libpciaccess                     0.18                h5eee18b_0
libpng                           1.6.56              h22898a0_0
libpq                            17.10               h0cb448f_1
libprotobuf                      6.33.5              h4435b4a_0
libre2-11                        2025.11.05          h3356fce_1
libsass                          0.23.0              pypi_0               pypi
libsodium                        1.0.21              h83fc4cd_1
libspatialindex                  2.1.0               hf7d4471_0
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libstdcxx                        15.2.0              h39759b7_8
libstdcxx-ng                     15.2.0              hc03a8fd_8
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libuuid                          1.41.5              h5eee18b_0
libuv                            1.52.0              heb5a705_0
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libxkbfile                       1.1.0               hf54ef8a_2
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linkify-it-py                    2.1.0               py313h06a4308_0
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locket                           1.0.0               py313h06a4308_0
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lsprotocol                       2025.0.0            py313h06a4308_1
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lz4-c                            1.9.4               h7354ed3_5
lzo                              2.10                h7b6447c_2
markdown                         3.10.2              py313h06a4308_0
markdown-it-py                   3.0.0               pypi_0               pypi
markupsafe                       3.0.3               py313h47b2149_0
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matplotlib-inline                0.2.1               py313h06a4308_0
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mdit-py-plugins                  0.6.1               py313h06a4308_0
mdurl                            0.1.2               py313h06a4308_0
mesalib                          25.1.5              h3583ad3_3
minikanren                       1.0.5               pypi_0               pypi
mistune                          3.3.3               py313h06a4308_0
mkl                              2025.0.0            h6d8faa4_942
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mkl_fft                          2.2.0               py313h44c8d7b_0
mkl_random                       1.4.1               py313h86c3e14_0
ml-dtypes                        0.5.4               pypi_0               pypi
more-itertools                   11.0.2              py313h06a4308_0
mpc                              1.3.1               h5eee18b_0
mpfr                             4.2.1               h5eee18b_0
mpi                              1.0                 mpich
mpi4py                           4.0.3               py313ha730828_1
mpich                            4.3.2               hf345156_0
mpmath                           1.3.0               py313h06a4308_0
msgpack-python                   1.2.1               py313h7354ed3_0
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mypy                             1.20.2              py313h47b2149_0
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mysql-libs                       9.3.0               he5ffe59_6
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narwhals                         2.23.0              py313h06a4308_0
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nbconvert-core                   7.17.1              py313h06a4308_0
nbconvert-pandoc                 7.17.1              py313h06a4308_0
nbdime                           4.0.4               pypi_0               pypi
nbformat                         5.10.4              py313h06a4308_0
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nest-asyncio                     1.6.0               py313h06a4308_0
networkx                         3.6.1               py313h06a4308_0
nh3                              0.3.2               py313h498d7c9_0
nltk                             3.10.0              py313h7040dfc_0
notebook                         7.5.7               py313h06a4308_0
notebook-shim                    0.2.4               py313h06a4308_1
nspr                             4.39                h6e5897e_0
nss                              3.121               h5c1ed2d_0
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numexpr                          2.14.1              py313hf74ea54_1
numpy                            2.4.6               py313h4c24699_0
numpy-base                       2.4.6               py313h00548fb_0
numpydoc                         1.10.0              py313h06a4308_0
numpyro                          0.21.0              pypi_0               pypi
nvidia-cublas                    13.6.0.2            pypi_0               pypi
nvidia-cuda-cccl                 13.3.3.4.1          pypi_0               pypi
nvidia-cuda-crt                  13.3.73             pypi_0               pypi
nvidia-cuda-cupti                13.3.75             pypi_0               pypi
nvidia-cuda-nvcc                 13.3.73             pypi_0               pypi
nvidia-cuda-nvrtc                13.3.33             pypi_0               pypi
nvidia-cuda-runtime              13.3.29             pypi_0               pypi
nvidia-cudnn-cu13                9.24.0.43           pypi_0               pypi
nvidia-cufft                     12.3.0.29           pypi_0               pypi
nvidia-cusolver                  12.2.6.9            pypi_0               pypi
nvidia-cusparse                  12.8.2.51           pypi_0               pypi
nvidia-nccl-cu13                 2.30.7              pypi_0               pypi
nvidia-nvjitlink                 13.3.33             pypi_0               pypi
nvidia-nvshmem-cu13              3.7.2               pypi_0               pypi
nvidia-nvvm                      13.3.73             pypi_0               pypi
oniguruma                        6.9.10              hb25bd0a_0
openldap                         2.6.12              h007892f_1
openpyxl                         3.1.5               py313h5eee18b_1
openssl                          3.5.7               h1b28b03_0
opt-einsum                       3.4.0               pypi_0               pypi
orc                              2.2.0               haed8af1_2
orjson                           3.11.9              pypi_0               pypi
packaging                        26.0                py313h06a4308_0
pandas                           3.0.3               py313h86c3e14_0
pandoc                           3.8                 h06a4308_0
pandocfilters                    1.5.1               py313h06a4308_0
panel                            1.9.3               py313h06a4308_0
panel-material-ui                0.12.0              py313h06a4308_0
param                            2.4.1               py313h06a4308_0
parso                            0.8.7               py313h06a4308_0
partd                            1.4.2               py313h06a4308_0
pathspec                         1.0.4               py313h06a4308_0
patsy                            1.0.2               py313h06a4308_0
pcre2                            10.46               hf426167_0
peewee                           4.2.6               pypi_0               pypi
pexpect                          4.9.0               py313h06a4308_1
pickleshare                      0.7.5               pyhd3eb1b0_1003
pillow                           12.3.0              py313h652d24c_0
pip                              26.1.2              pyhc872135_0
pixman                           0.46.4              h86ba9f7_1
platformdirs                     4.9.4               py313h06a4308_0
plotly                           6.9.0               pypi_0               pypi
plotly-orca                      1.3.1               1                    plotly
pluggy                           1.6.0               py313h06a4308_0
pot                              0.9.7               pypi_0               pypi
prettytable                      3.17.0              pypi_0               pypi
prometheus_client                0.24.1              py313h06a4308_0
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prompt_toolkit                   3.0.52              hd3eb1b0_1
propcache                        0.4.1               py313h47b2149_0
protobuf                         6.33.5              py313h7354ed3_0
psutil                           7.0.0               py313hee96239_1
pthread-stubs                    0.3                 h0ce48e5_1
ptyprocess                       0.7.0               pyhd3eb1b0_3
pure_eval                        0.2.3               py313h06a4308_0
py-cpuinfo                       9.0.0               py313h06a4308_0
pyarrow                          23.0.1              cpu_py313h9a353a3_3
pybtex                           0.26.1              pypi_0               pypi
pybtex-docutils                  1.0.3               pypi_0               pypi
pycares                          4.10.0              py313ha137689_0
pycodestyle                      2.12.1              py313h06a4308_0
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pyct                             0.6.0               py313h06a4308_0
pydata-sphinx-theme              0.15.4              pypi_0               pypi
pydocstyle                       6.3.0               py313h06a4308_1
pyerfa                           2.0.1.5             py313hfdf79b4_1
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pygithub                         2.9.1               py313h06a4308_0
pygments                         2.20.0              py313h06a4308_0
pyhdfe                           0.2.0               pypi_0               pypi
pyjwt                            2.13.0              py313h06a4308_0
pylint                           4.0.6               py313h06a4308_0
pylint-venv                      3.0.3               py313h06a4308_0
pyls-spyder                      0.4.0               pyhd3eb1b0_0
pymc                             6.1.0               pypi_0               pypi
pynacl                           1.6.2               py313h83fc4cd_1
pyodbc                           5.3.0               py313hab19121_0
pyparsing                        3.2.5               py313h06a4308_0
pyqt                             6.11.0              py313h0eb9b55_0
pyqt6-sip                        13.11.1             py313h47b2149_0
pyqtwebengine                    6.11.0              py313hdc71590_0
pysocks                          1.7.1               py313h06a4308_1
pytables                         3.11.1              py313h4db2897_0
pytensor                         3.1.3               pypi_0               pypi
pytest                           9.0.3               py313h06a4308_0
python                           3.13.14             h9631c4f_102_cp313
python-dateutil                  2.9.0post0          py313h06a4308_2
python-fastjsonschema            2.21.2              py313h06a4308_0
python-json-logger               4.0.0               py313h06a4308_0
python-librt                     0.8.1               py313h47b2149_0
python-lmdb                      1.7.5               py313hbe636e0_0
python-lsp-black                 2.0.0               py313h06a4308_1
python-lsp-jsonrpc               1.1.2               pyhd3eb1b0_0
python-lsp-ruff                  2.3.0               py313h06a4308_0
python-lsp-server                1.14.0              py313h7040dfc_1
python-multipart                 0.0.32              py313h06a4308_0
python-slugify                   8.0.4               py313h06a4308_0
python-tzdata                    2026.2              pyhd3eb1b0_0
python_abi                       3.13                4_cp313
pytokens                         0.4.1               py313h47b2149_0
pytoolconfig                     1.3.1               py313h06a4308_0
pytz                             2026.2              pypi_0               pypi
pyuca                            1.2                 py313h06a4308_1
pyviz_comms                      3.0.6               py313h06a4308_0
pywavelets                       1.9.0               py313h44c8d7b_1
pyxdg                            0.28                py313h06a4308_0
pyyaml                           6.0.3               py313h591646f_0
pyzmq                            27.1.0              py313hcf8288c_1
qdarkstyle                       3.2.3               pyhd3eb1b0_0
qstylizer                        0.2.4               py313h06a4308_0
qtawesome                        1.4.2               py313h4333747_0
qtbase                           6.11.0              ha82b782_2
qtconsole                        5.7.2               py313h06a4308_0
qtdeclarative                    6.11.0              h89ee561_1
qtpy                             2.4.3               py313h06a4308_0
qtsvg                            6.11.0              hbecefc2_1
qttools                          6.11.0              h0af0a4d_1
qtwayland                        6.11.0              h84ca50f_1
qtwebchannel                     6.11.0              h7ebffc9_1
qtwebengine                      6.11.0              he1046e9_2
qtwebsockets                     6.11.0              h03d4248_1
quantecon                        0.11.4              pypi_0               pypi
quantecon-book-theme             0.21.0              pypi_0               pypi
re2                              2025.11.05          h71b5c5c_1
readline                         8.3                 hc2a1206_0
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regex                            2026.5.9            py313h47b2149_0
requests                         2.34.2              py313h06a4308_0
rfc3339-validator                0.1.4               py313h06a4308_0
rfc3986-validator                0.1.1               py313h06a4308_0
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rich                             15.0.0              py313h06a4308_0
roman-numerals                   3.1.0               py313h06a4308_0
rope                             1.14.0              py313h06a4308_0
rpds-py                          0.28.0              py313h498d7c9_0
rtree                            1.4.1               py313hd966e25_1
ruff                             0.15.1              py313h6e1b9ff_0
s2n                              1.6.2               h02aa81b_0
s3fs                             2026.4.0            py313h06a4308_0
scikit-image                     0.26.0              py313h7354ed3_0
scikit-learn                     1.9.0               py313h86c3e14_0
scipy                            1.18.0              py313h804029f_0
seaborn                          0.13.2              py313h06a4308_3
secretstorage                    3.5.0               py313h3e8c6aa_0
send2trash                       1.8.3               py313h06a4308_0
setuptools                       83.0.0              py313h06a4308_0
simplejson                       4.1.1               pypi_0               pypi
sip                              6.15.1              py313he6c97cb_0
six                              1.17.0              py313h06a4308_0
sklearn-compat                   0.1.6               py313h06a4308_0
smmap                            4.0.0               pyhd3eb1b0_0
snappy                           1.2.2               h4bcf44c_1
snowballstemmer                  3.1.1               py313h06a4308_0
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sphinx-book-theme                1.1.4               pypi_0               pypi
sphinx-comments                  0.0.3               pypi_0               pypi
sphinx-copybutton                0.5.2               pypi_0               pypi
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sphinx-external-toc              1.1.0               pypi_0               pypi
sphinx-jupyterbook-latex         1.0.0               pypi_0               pypi
sphinx-multitoc-numbering        0.1.3               pypi_0               pypi
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sphinx-reredirects               1.1.0               pypi_0               pypi
sphinx-thebe                     0.3.1               pypi_0               pypi
sphinx-togglebutton              0.4.5               pypi_0               pypi
sphinx-tojupyter                 0.6.0               pypi_0               pypi
sphinxcontrib-applehelp          2.0.0               pyhd3eb1b0_1
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sphinxcontrib-devhelp            2.0.0               pyhd3eb1b0_0
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sphinxcontrib-jsmath             1.0.1               pyhd3eb1b0_0
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spirv-tools                      2026.1              h24d9097_0
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sqlite                           3.53.2              h795bf6d_0
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starlette                        1.3.1               py313h06a4308_0
statsmodels                      0.14.6              py313h47b2149_0
streamlit                        1.58.0              py313h06a4308_0
superqt                          0.8.1               py313ha9b9ae4_0
sympy                            1.14.0              py313h06a4308_1
tabulate                         0.10.0              py313h06a4308_0
tbb                              2022.0.0            hdb19cb5_0
tbb-devel                        2022.0.0            hdb19cb5_0
tblib                            3.2.2               py313h06a4308_0
tenacity                         9.1.4               py313h06a4308_0
terminado                        0.18.1              py313h06a4308_1
text-unidecode                   1.3                 pyhd3eb1b0_0
textdistance                     4.6.3               py313h7040dfc_1
threadpoolctl                    3.5.0               py313h7040dfc_1
three-merge                      0.1.1               pyhd3eb1b0_0
tifffile                         2026.6.1            py313h06a4308_0
tinycss2                         1.5.1               py313h06a4308_0
tk                               8.6.15              h54e0aa7_0
toml                             0.10.2              pyhd3eb1b0_1
tomlkit                          0.13.3              py313h06a4308_0
toolz                            1.1.0               py313h06a4308_0
tornado                          6.5.7               py313h47b2149_0
tqdm                             4.68.2              py313h7040dfc_0
traitlets                        5.15.0              py313h06a4308_0
typing-extensions                4.16.0              py313h06a4308_0
typing_extensions                4.16.0              py313h06a4308_0
tzdata                           2026c               he532380_0
uc-micro-py                      2.0.0               py313h06a4308_0
ujson                            5.13.0              py313h7354ed3_0
unixodbc                         2.3.14              h10e04f9_0
uri-template                     1.3.0               pypi_0               pypi
urllib3                          2.7.0               py313h06a4308_0
utf8proc                         2.6.1               h5eee18b_1
uvicorn                          0.40.0              py313h06a4308_0
uvloop                           0.22.1              py313h939ff40_1
watchdog                         6.0.0               py313h06a4308_0
wayland                          1.24.0              hdac8c69_0
wcwidth                          0.8.2               py313h06a4308_0
webcolors                        25.10.0             pypi_0               pypi
webencodings                     0.5.1               py313h06a4308_2
websocket-client                 1.8.0               py313h06a4308_0
websockets                       16.0                py313h47b2149_0
werkzeug                         3.1.6               py313h06a4308_0
whatthepatch                     1.0.7               py313h06a4308_0
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widgetsnbextension               4.0.14              py313h06a4308_0
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wurlitzer                        3.1.1               py313h06a4308_0
xarray                           2026.7.0            py313h06a4308_2
xarray-einstats                  0.10.0              pypi_0               pypi
xcb-util                         0.4.1               h5eee18b_2
xcb-util-cursor                  0.1.5               h5eee18b_0
xcb-util-image                   0.4.0               h5eee18b_2
xcb-util-keysyms                 0.4.1               h5eee18b_0
xcb-util-renderutil              0.3.10              h5eee18b_0
xcb-util-wm                      0.4.2               h5eee18b_0
xkeyboard-config                 2.44                h382ed1a_1
xorg-libice                      1.1.2               h9b100fa_0
xorg-libsm                       1.2.6               h9b100fa_0
xorg-libx11                      1.8.12              h9b100fa_1
xorg-libxau                      1.0.12              h9b100fa_0
xorg-libxcomposite               0.4.6               h9b100fa_2
xorg-libxdamage                  1.1.6               h9b100fa_0
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xorg-libxext                     1.3.6               h9b100fa_0
xorg-libxfixes                   6.0.1               h9b100fa_0
xorg-libxi                       1.8.2               h9b100fa_0
xorg-libxrandr                   1.5.4               h9b100fa_0
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xorg-libxshmfence                1.3.3               h9b100fa_0
xorg-libxtst                     1.2.5               h9b100fa_3
xorg-libxxf86vm                  1.1.6               h9b100fa_0
xorg-xorgproto                   2024.1              h47b2149_2
xyzservices                      2026.3.0            py313h06a4308_0
xz                               5.8.2               h448239c_0
yaml                             0.2.5               h7b6447c_0
yapf                             0.43.0              py313h06a4308_0
yarl                             1.24.2              py313h47b2149_0
yfinance                         1.5.1               pypi_0               pypi
zeromq                           4.3.5               hf801bfb_2
zict                             3.0.0               py313h06a4308_1
zipp                             3.23.0              py313h06a4308_0
zlib                             1.3.2               h47b2149_0
zlib-ng                          2.0.7               h5eee18b_0
zstd                             1.5.7               h11fc155_0

This lecture series has access to the following GPU

!nvidia-smi

Mon Jul 20 05:14:56 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 580.105.08             Driver Version: 580.105.08     CUDA Version: 13.0     |
+-----------------------------------------+------------------------+----------------------+
| 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                       On  |   00000000:00:1E.0 Off |                    0 |
| N/A   31C    P8             13W /   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