108. Execution Statistics#

This table contains the latest execution statistics.

Document

Modified

Method

Run Time (s)

Status

affine_risk_prices

2026-03-30 04:09

cache

10.2

✅

aiyagari

2026-03-30 04:10

cache

19.82

✅

ak2

2026-03-30 04:10

cache

12.0

✅

ak_aiyagari

2026-03-30 04:10

cache

30.96

✅

ar1_bayes

2026-03-30 04:15

cache

255.15

✅

ar1_turningpts

2026-03-30 04:15

cache

24.24

✅

back_prop

2026-03-30 04:17

cache

94.98

✅

bayes_nonconj

2026-03-30 04:35

cache

1070.25

✅

blackwell_kihlstrom

2026-04-04 10:49

cache

10.41

✅

career

2026-03-30 04:35

cache

11.28

✅

cass_fiscal

2026-03-30 04:35

cache

17.7

✅

cass_fiscal_2

2026-03-30 04:35

cache

5.65

✅

cass_koopmans_1

2026-03-30 04:35

cache

13.83

✅

cass_koopmans_2

2026-03-30 04:36

cache

6.48

✅

chow_business_cycles

2026-03-30 04:36

cache

9.34

✅

cross_product_trick

2026-03-30 04:36

cache

1.11

✅

divergence_measures

2026-03-30 04:36

cache

12.94

✅

doubts_or_variability

2026-03-30 04:36

cache

8.07

✅

eig_circulant

2026-03-30 04:36

cache

5.47

✅

endogenous_lake

2026-03-30 04:44

cache

474.81

✅

exchangeable

2026-03-30 04:44

cache

7.79

✅

finite_markov

2026-03-30 04:44

cache

7.93

✅

ge_arrow

2026-03-30 04:44

cache

1.8

✅

hansen_singleton_1982

2026-03-30 04:45

cache

15.94

✅

hansen_singleton_1983

2026-03-30 04:45

cache

27.83

✅

harrison_kreps

2026-03-30 04:45

cache

3.78

✅

hoist_failure

2026-03-30 04:46

cache

50.89

✅

house_auction

2026-03-30 04:46

cache

3.17

✅

ifp_advanced

2026-03-30 04:47

cache

26.55

✅

ifp_discrete

2026-03-30 04:47

cache

13.75

✅

ifp_egm

2026-03-30 04:47

cache

10.56

✅

ifp_egm_transient_shocks

2026-03-30 04:47

cache

18.25

✅

ifp_opi

2026-03-30 04:47

cache

9.3

✅

imp_sample

2026-03-30 04:52

cache

259.03

✅

intro

2026-03-30 04:52

cache

0.91

✅

inventory_dynamics

2026-03-30 04:52

cache

10.08

✅

inventory_q

2026-03-30 04:52

cache

6.88

✅

jv

2026-03-30 04:52

cache

15.71

✅

kalman

2026-03-30 04:52

cache

8.34

✅

kalman_2

2026-03-30 04:53

cache

44.46

✅

kesten_processes

2026-03-30 04:53

cache

17.24

✅

lagrangian_lqdp

2026-03-30 04:54

cache

27.76

✅

lake_model

2026-03-30 04:54

cache

10.99

✅

likelihood_bayes

2026-03-30 04:55

cache

45.41

✅

likelihood_ratio_process

2026-03-30 04:55

cache

23.1

✅

likelihood_ratio_process_2

2026-03-30 04:56

cache

30.98

✅

likelihood_var

2026-03-30 04:56

cache

20.71

✅

linear_algebra

2026-03-30 04:56

cache

2.44

✅

linear_models

2026-03-30 04:56

cache

7.79

✅

lln_clt

2026-03-30 04:56

cache

10.43

✅

lq_inventories

2026-03-30 04:57

cache

12.43

✅

lqcontrol

2026-03-30 04:57

cache

5.12

✅

markov_asset

2026-03-30 04:57

cache

5.33

✅

markov_perf

2026-03-30 04:57

cache

4.61

✅

mccall_fitted_vfi

2026-03-30 04:58

cache

44.15

✅

mccall_model

2026-03-30 04:58

cache

14.95

✅

mccall_model_with_sep_markov

2026-03-30 04:58

cache

26.03

✅

mccall_model_with_separation

2026-03-30 04:59

cache

15.49

✅

mccall_persist_trans

2026-03-30 04:59

cache

11.57

✅

mccall_q

2026-03-30 04:59

cache

16.35

✅

measurement_models

2026-03-30 04:59

cache

3.21

✅

merging_of_opinions

2026-04-04 10:51

cache

163.81

✅

mix_model

2026-03-30 05:01

cache

84.07

✅

mle

2026-03-30 05:01

cache

11.47

✅

morris_learn

2026-03-30 05:01

cache

16.21

✅

multi_hyper

2026-03-30 05:01

cache

18.6

✅

multivariate_normal

2026-03-30 05:01

cache

4.64

✅

navy_captain

2026-03-30 05:02

cache

28.14

✅

newton_method

2026-03-30 05:03

cache

58.16

✅

odu

2026-03-30 05:04

cache

51.34

✅

ols

2026-03-30 05:04

cache

8.65

✅

opt_transport

2026-03-30 05:04

cache

12.67

✅

organization_capital

2026-04-04 10:51

cache

5.33

✅

os

2026-03-30 05:04

cache

1.76

✅

os_egm

2026-03-30 05:04

cache

2.42

✅

os_egm_jax

2026-03-30 05:04

cache

5.62

✅

os_numerical

2026-03-30 05:05

cache

19.28

✅

os_stochastic

2026-03-30 05:06

cache

62.81

✅

os_time_iter

2026-03-30 05:06

cache

5.07

✅

pandas_panel

2026-03-30 05:06

cache

5.17

✅

perm_income

2026-03-30 05:06

cache

3.79

✅

perm_income_cons

2026-03-30 05:06

cache

7.65

✅

prob_matrix

2026-03-30 05:06

cache

9.53

✅

prob_meaning

2026-03-30 05:07

cache

59.67

✅

qr_decomp

2026-03-30 05:07

cache

1.4

✅

rand_resp

2026-03-30 05:07

cache

2.9

✅

rational_expectations

2026-03-30 05:07

cache

3.67

✅

re_with_feedback

2026-03-30 05:08

cache

10.61

✅

risk_aversion_or_mistaken_beliefs

2026-03-30 05:08

cache

6.67

✅

rs_inventory_q

2026-03-30 05:08

cache

7.96

✅

samuelson

2026-03-30 05:08

cache

11.1

✅

sir_model

2026-03-30 05:08

cache

2.98

✅

stats_examples

2026-03-30 05:08

cache

4.36

✅

status

2026-03-30 05:08

cache

7.79

✅

survival_recursive_preferences

2026-04-04 10:52

cache

5.45

✅

svd_intro

2026-03-30 05:08

cache

1.48

✅

theil_1

2026-03-30 05:08

cache

4.4

✅

theil_2

2026-04-04 10:52

cache

7.74

✅

troubleshooting

2026-03-30 04:52

cache

0.91

✅

two_auctions

2026-03-30 05:09

cache

24.64

✅

two_computation

2026-03-30 05:10

cache

61.83

✅

uncertainty_traps

2026-03-30 05:10

cache

2.7

✅

util_rand_resp

2026-03-30 05:10

cache

2.96

✅

var_dmd

2026-03-30 04:52

cache

0.91

✅

von_neumann_model

2026-03-30 05:10

cache

2.84

✅

wald_friedman

2026-03-30 05:10

cache

20.11

✅

wald_friedman_2

2026-03-30 05:11

cache

13.91

✅

wealth_dynamics

2026-03-30 05:11

cache

34.05

✅

zreferences

2026-03-30 04:52

cache

0.91

✅

These lectures are built on linux instances through github actions.

These lectures are using the following python version

!python --version

Python 3.13.9

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                      2.25.0                py313h06a4308_0
aiodns                           3.5.0                 py313h06a4308_1
aiohappyeyeballs                 2.6.1                 py313h06a4308_0
aiohttp                          3.13.2                py313hee96239_0
aioitertools                     0.12.0                py313h06a4308_0
aiosignal                        1.4.0                 py313h06a4308_0
alabaster                        0.7.16                py313h06a4308_0
alsa-lib                         1.2.14                h5eee18b_0
altair                           5.5.0                 py313h06a4308_0
anaconda                         2025.12               py313_mkl_0
anyio                            4.10.0                py313h06a4308_0
aom                              3.12.1                h7934f7d_0
appdirs                          1.4.4                 pyhd3eb1b0_0
argon2-cffi                      21.3.0                pyhd3eb1b0_0
argon2-cffi-bindings             25.1.0                py313hee96239_0
arrow                            1.4.0                 py313h06a4308_0
arrow-cpp                        21.0.0                hac1acdb_1
arviz                            0.23.4                pypi_0              pypi
astroid                          3.3.11                py313h06a4308_0
astropy                          7.1.1                 py313haa0f9ac_0
astropy-iers-data                0.2025.11.10.0.38.31  py313h06a4308_0
asttokens                        3.0.0                 py313h06a4308_0
async-lru                        2.0.5                 py313h06a4308_0
asyncssh                         2.21.1                py313h06a4308_0
atomicwrites                     1.4.0                 py_0
attrs                            25.4.0                py313h06a4308_2
automat                          24.8.1                py313h06a4308_0
autopep8                         2.0.4                 pyhd3eb1b0_0
aws-c-auth                       0.9.0                 hb25bd0a_2
aws-c-cal                        0.9.2                 h3ff94e8_1
aws-c-common                     0.12.4                hb25bd0a_0
aws-c-compression                0.3.1                 hb25bd0a_2
aws-c-event-stream               0.5.6                 hb25bd0a_0
aws-c-http                       0.10.4                hb25bd0a_0
aws-c-io                         0.21.4                h3eb0749_0
aws-c-mqtt                       0.13.3                hb25bd0a_0
aws-c-s3                         0.8.7                 h3ff94e8_0
aws-c-sdkutils                   0.2.4                 hb25bd0a_1
aws-checksums                    0.2.7                 hb25bd0a_1
aws-crt-cpp                      0.34.0                h7934f7d_0
aws-sdk-cpp                      1.11.638              hac3f51a_0
babel                            2.17.0                py313h06a4308_0
bcrypt                           5.0.0                 py313h498d7c9_0
beautifulsoup4                   4.13.5                py313h06a4308_0
binaryornot                      0.4.4                 pyhd3eb1b0_1
black                            25.9.0                py313h06a4308_0
blas                             1.0                   mkl
bleach                           6.3.0                 py313h06a4308_0
blinker                          1.9.0                 py313h06a4308_0
blosc                            1.21.6                hf7d4471_0
bokeh                            3.8.0                 py313h06a4308_0
botocore                         1.40.46               py313h06a4308_0
bottleneck
                       1.4.2                 py313haa0f9ac_1
brotlicffi                       1.1.0.0               py313hbdd6827_0
bzip2                            1.0.8                 h5eee18b_6
c-ares                           1.34.5                hef5626c_0
c-blosc2                         2.17.1                h4257ac4_0
ca-certificates                  2025.11.4             h06a4308_0
cachetools                       5.5.1                 py313h06a4308_0
cairo                            1.18.4                h44eff21_0
cattrs                           25.3.0                py313hd0c6730_0
certifi                          2025.11.12            py313h06a4308_0
cffi                             2.0.0                 py313h4eded50_1
chardet                          5.2.0                 py313h06a4308_0
charset-normalizer               3.4.4                 py313h06a4308_0
choreographer                    1.2.1                 pypi_0              pypi
click                            8.2.1                 py313h06a4308_0
cloudpickle                      3.1.1                 py313h06a4308_0
colorama                         0.4.6                 pypi_0              pypi
colorcet                         3.1.0                 py313h06a4308_0
comm                             0.2.3                 py313h06a4308_0
cons                             0.4.7                 pypi_0              pypi
constantly                       23.10.4               py313h06a4308_0
contourpy                        1.3.3                 py313hdb19cb5_0
cookiecutter                     2.6.0                 py313h06a4308_1
cryptography                     46.0.3                py313h0a354b3_0
cssselect                        1.2.0                 py313h06a4308_0
curl                             8.16.0                he2463ab_0
curl-cffi                        0.13.0                pypi_0              pypi
cycler                           0.11.0                pyhd3eb1b0_0
cyrus-sasl                       2.1.28                h1110e0f_3
dask                             2025.11.0             py313h06a4308_0
dask-core                        2025.11.0             py313h06a4308_0
datashader                       0.18.2                py313h06a4308_0
dav1d                            1.2.1                 h5eee18b_0
dbus                             1.16.2                h5bd4931_0
debugpy                          1.8.16                py313hbdd6827_1
decorator                        5.2.1                 py313h06a4308_0
defusedxml                       0.7.1                 pyhd3eb1b0_0
diff-match-patch                 20200713              pyhd3eb1b0_0
dill                             0.4.0                 py313h06a4308_0
distributed                      2025.11.0             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                            2.7.3                 h3385a95_0
filelock                         3.20.0                py313h06a4308_0
flake8                           7.1.1                 py313h06a4308_0
flask                            3.1.2                 py313h06a4308_0
fontconfig                       2.15.0                h2c49b7f_0
fonttools                        4.60.1                py313hee96239_0
formulaic                        1.2.1                 pypi_0              pypi
fqdn                             1.5.1                 pypi_0              pypi
freetype                         2.13.3                h4a9f257_0
fribidi                          1.0.10                h7b6447c_0
frozendict                       2.4.7                 pypi_0              pypi
frozenlist                       1.8.0                 py313hbdd6827_0
fsspec                           2025.10.0             py313h7040dfc_0
gettext                          0.21.0                hedfda30_2
gflags                           2.2.2                 h6a678d5_1
gitdb                            4.0.12                py313h06a4308_0
gitpython                        3.1.45                py313h06a4308_0
glib                             2.84.4                h5bdd934_0
glib-tools                       2.84.4                h8875d55_0
glog                             0.5.0                 h6a678d5_1
gmp                              6.3.0                 h6a678d5_0
gmpy2                            2.2.1                 py313h5eee18b_0
graphite2                        1.3.14                h295c915_1
greenlet                         3.2.4                 py313hbdd6827_0
gst-plugins-base                 1.24.12               hc146dc4_1
gstreamer                        1.24.12               hb6d4d65_1
gstreamer-orc                    0.4.41                h5eee18b_0
h11                              0.16.0                py313h06a4308_1
h5netcdf                         1.8.1                 pypi_0              pypi
h5py                             3.15.1                py313hea18c50_0
harfbuzz                         10.2.0                hdfddeaa_1
hdf5                             1.14.5                h2b7332f_2
heapdict                         1.0.1                 pyhd3eb1b0_0
holoviews                        1.22.0                py313h06a4308_0
html5lib                         1.1                   pyhd3eb1b0_0
httpcore                         1.0.9                 py313h06a4308_0
httpx                            0.28.1                py313h06a4308_1
hvplot                           0.12.1                py313h06a4308_0
hyperlink                        21.0.0                pyhd3eb1b0_0
icu                              73.1                  h6a678d5_0
idna                             3.11                  py313h06a4308_0
imageio                          2.37.2                py313h7040dfc_0
imagesize                        1.4.1                 py313h06a4308_0
imbalanced-learn                 0.14.0                py313h06a4308_0
importlib-metadata               8.7.0                 py313h06a4308_0
incremental                      24.7.2                pyhd3eb1b0_0
inflection                       0.5.1                 py313h06a4308_1
iniconfig                        2.1.0                 py313h06a4308_0
intake                           2.0.8                 py313h06a4308_0
intel-openmp                     2025.0.0              h06a4308_1171
interface-meta                   1.3.0                 pypi_0              pypi
interpolation                    2.2.7                 pypi_0              pypi
intervaltree                     3.1.0                 pyhd3eb1b0_0
ipykernel                        6.31.0                py313h7040dfc_0
ipympl                           0.9.7                 py313h06a4308_0
ipython                          9.7.0                 py313h06a4308_0
ipython_pygments_lexers          1.1.1                 py313h06a4308_0
ipywidgets                       8.1.7                 py313h06a4308_0
isoduration                      20.11.0               pypi_0              pypi
isort                            6.1.0                 py313h06a4308_0
itemadapter                      0.12.1                py313h06a4308_0
itemloaders                      1.3.2                 py313h06a4308_0
itsdangerous                     2.2.0                 py313h06a4308_0
jansson                          2.14                  h5eee18b_1
jaraco.classes                   3.4.0                 py313h06a4308_0
jaraco.context                   6.0.0                 py313h06a4308_0
jaraco.functools                 4.1.0                 py313h06a4308_0
jax                              0.9.2                 pypi_0              pypi
jax-cuda13-pjrt                  0.9.2                 pypi_0              pypi
jax-cuda13-plugin                0.9.2                 pypi_0              pypi
jaxlib                           0.9.2                 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                         1.0.1                 py313h06a4308_0
joblib                           1.5.2                 py313h06a4308_0
jpeg                             9f                    h5ce9db8_0
jq                               1.8.1                 h5eee18b_0
json5                            0.12.1                py313h06a4308_0
jsonpointer                      3.1.1                 pypi_0              pypi
jsonschema                       4.25.0                py313h06a4308_1
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                      2.2.5                 py313h06a4308_0
jupyter_client                   8.6.3                 py313h06a4308_1
jupyter_console                  6.6.3                 py313h06a4308_1
jupyter_core                     5.8.1                 py313h06a4308_0
jupyter_events                   0.12.0                py313h06a4308_0
jupyter_server                   2.16.0                py313h06a4308_0
jupyter_server_terminals         0.5.3                 py313h06a4308_0
jupyterlab                       4.4.7                 py313h06a4308_0
jupyterlab-variableinspector     3.2.4                 py313h06a4308_0
jupyterlab_pygments              0.3.0                 py313h06a4308_0
jupyterlab_server                2.28.0                py313h06a4308_0
jupyterlab_widgets               3.0.15                py313h06a4308_0
kaleido                          1.2.0                 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                      0.4                   py313h06a4308_0
lcms2                            2.17                  heab6991_0
ld_impl_linux-64                 2.44                  h153f514_2
lerc                             4.0.0                 h6a678d5_0
libabseil                        20250127.0            cxx17_h6a678d5_0
libavif                          1.3.0                 h3539ee5_0
libbrotlicommon                  1.0.9                 h5eee18b_9
libbrotlidec                     1.0.9                 h5eee18b_9
libbrotlienc                     1.0.9                 h5eee18b_9
libclang13                       20.1.8                default_hee3e7a4_0
libcups                          2.4.2                 h252cb56_2
libcurl                          8.16.0                heebcbe5_0
libdeflate                       1.22                  h5eee18b_0
libdrm                           2.4.124               h5eee18b_0
libedit                          3.1.20230828          h5eee18b_0
libegl                           1.7.0                 h5eee18b_2
libev                            4.33                  h7f8727e_1
libevent                         2.1.12                hdbd6064_1
libffi                           3.4.4                 h6a678d5_1
libgcc                           15.2.0                h69a1729_7
libgcc-ng                        15.2.0                h166f726_7
libgfortran                      15.2.0                h166f726_7
libgfortran-ng                   15.2.0                h166f726_7
libgfortran5                     15.2.0                hc633d37_7
libgl                            1.7.0                 h5eee18b_2
libglib                          2.84.4                h77a78f3_0
libglvnd                         1.7.0                 h5eee18b_2
libglx                           1.7.0                 h5eee18b_2
libgomp                          15.2.0                h4751f2c_7
libgrpc                          1.71.0                h2d74bed_0
libiconv                         1.16                  h5eee18b_3
libidn2                          2.3.8                 hf80d704_0
libkrb5                          1.21.3                h520c7b4_4
libllvm20                        20.1.8                h465586c_0
libmpdec                         4.0.0                 h5eee18b_0
libnghttp2                       1.67.1                h697f920_0
libogg                           1.3.5                 h27cfd23_1
libopengl                        1.7.0                 h5eee18b_2
libopenjpeg                      2.5.4                 hee96239_1
libopus                          1.3.1                 h5eee18b_1
libpciaccess                     0.18                  h5eee18b_0
libpng                           1.6.50                h2ed474d_0
libpq                            17.6                  ha51bf15_0
libprotobuf                      5.29.3                h3cdef7c_1
libre2-11                        2024.07.02            h6a678d5_0
libsass                          0.23.0                pypi_0              pypi
libsodium                        1.0.20                heac8642_0
libspatialindex                  1.9.3                 h2531618_0
libssh2                          1.11.1                h251f7ec_0
libstdcxx                        15.2.0                h39759b7_7
libstdcxx-ng                     15.2.0                hc03a8fd_7
libthrift                        0.22.0                hd8eb582_0
libtiff                          4.7.1                 h029b1ac_0
libunistring                     1.3                   hb25bd0a_0
libuuid                          1.41.5                h5eee18b_0
libuv                            1.48.0                h5eee18b_0
libvorbis                        1.3.7                 h7b6447c_0
libwebp-base                     1.6.0                 hb7bb969_0
libxcb                           1.17.0                h9b100fa_0
libxkbcommon                     1.9.1                 h69220b7_0
libxml2                          2.13.9                h2c43086_0
libxslt                          1.1.43                h28b3bda_0
libzlib                          1.3.1                 hb25bd0a_0
linearmodels                     7.0                   pypi_0              pypi
linkify-it-py                    2.0.3                 py313h06a4308_0
llvmlite                         0.45.1                py313h265b4e5_0
lmdb                             0.9.31                hb25bd0a_0
locket                           1.0.0                 py313h06a4308_0
logical-unification              0.4.7                 pypi_0              pypi
logistro                         2.0.1                 pypi_0              pypi
lsprotocol                       2025.0.0              py313h06a4308_0
lxml                             5.3.0                 py313hd70a998_2
lz4                              4.4.5                 py313ha9de75d_0
lz4-c                            1.9.4                 h6a678d5_1
lzo                              2.10                  h7b6447c_2
markdown                         3.8                   py313h06a4308_0
markdown-it-py                   3.0.0                 pypi_0              pypi
markupsafe                       3.0.2                 py313h5eee18b_0
matplotlib                       3.10.6                py313h06a4308_1
matplotlib-base                  3.10.6                py313h4948728_1
matplotlib-inline                0.2.1                 py313h06a4308_0
mccabe                           0.7.0                 pyhd3eb1b0_0
mdit-py-plugins                  0.5.0                 py313h06a4308_0
mdurl                            0.1.2                 py313h06a4308_0
minikanren                       1.0.5                 pypi_0              pypi
mistune                          3.1.2                 py313h06a4308_0
mkl                              2025.0.0              hacee8c2_941
mkl-service                      2.5.2                 py313hacdc0fc_0
mkl_fft                          2.1.1                 py313h57662e1_0
mkl_random                       1.3.0                 py313h23c847b_0
ml-dtypes                        0.5.4                 pypi_0              pypi
more-itertools                   10.8.0                py313h06a4308_0
mpc                              1.3.1                 h5eee18b_0
mpfr                             4.2.1                 h5eee18b_0
mpi                              1.0                   mpich
mpi4py                           4.0.3                 py313hb6b6513_0
mpich                            4.3.2                 hf345156_0
mpmath                           1.3.0                 py313h06a4308_0
msgpack-python                   1.1.1                 py313h6a678d5_0
multidict                        6.7.0                 py313hee96239_0
multipledispatch                 1.0.0                 py313h06a4308_0
multitasking                     0.0.12                pypi_0              pypi
mypy                             1.17.1                py313hee96239_1
mypy_extensions                  1.0.0                 py313h06a4308_0
mysql-common                     9.3.0                 h0021b1a_3
mysql-libs                       9.3.0                 h797a5cd_3
myst-nb                          1.4.0                 pypi_0              pypi
myst-parser                      3.0.1                 pypi_0              pypi
narwhals                         2.7.0                 py313h06a4308_0
nbclient                         0.10.2                py313h06a4308_0
nbconvert                        7.16.6                py313h06a4308_0
nbconvert-core                   7.16.6                py313h06a4308_0
nbconvert-pandoc                 7.16.6                py313h06a4308_0
nbdime                           4.0.4                 pypi_0              pypi
nbformat                         5.10.4                py313h06a4308_0
ncurses                          6.5                   h7934f7d_0
nest-asyncio                     1.6.0                 py313h06a4308_0
networkx                         3.5                   py313h06a4308_0
nltk                             3.9.2                 py313hf83b21e_0
notebook                         7.4.5                 py313h06a4308_0
notebook-shim                    0.2.4                 py313h06a4308_0
nspr                             4.37                  h8459abe_0
nss                              3.117                 h3135ca0_0
numba                            0.62.1                py313h23c847b_0
numexpr                          2.14.1                py313h41d4191_0
numpy                            2.3.5                 py313h08c6c3d_0
numpy-base                       2.3.5                 py313h00548fb_0
numpydoc                         1.9.0                 py313h06a4308_0
numpyro                          0.20.1                pypi_0              pypi
nvidia-cublas                    13.3.0.5              pypi_0              pypi
nvidia-cuda-cccl                 13.2.27               pypi_0              pypi
nvidia-cuda-crt                  13.2.51               pypi_0              pypi
nvidia-cuda-cupti                13.2.23               pypi_0              pypi
nvidia-cuda-nvcc                 13.2.51               pypi_0              pypi
nvidia-cuda-nvrtc                13.2.51               pypi_0              pypi
nvidia-cuda-runtime              13.2.51               pypi_0              pypi
nvidia-cudnn-cu13                9.20.0.48             pypi_0              pypi
nvidia-cufft                     12.2.0.37             pypi_0              pypi
nvidia-cusolver                  12.1.0.51             pypi_0              pypi
nvidia-cusparse                  12.7.9.17             pypi_0              pypi
nvidia-nccl-cu13                 2.29.7                pypi_0              pypi
nvidia-nvjitlink                 13.2.51               pypi_0              pypi
nvidia-nvshmem-cu13              3.6.5                 pypi_0              pypi
nvidia-nvvm                      13.2.51               pypi_0              pypi
oniguruma                        6.9.10                hb25bd0a_0
openldap                         2.6.10                he9288cc_1
openpyxl                         3.1.5                 py313h5eee18b_1
openssl                          3.0.18                hd6dcaed_0
opt-einsum                       3.4.0                 pypi_0              pypi
orc                              2.2.0                 h372e9aa_0
orjson                           3.11.7                pypi_0              pypi
overrides                        7.7.0                 py313h06a4308_0
packaging                        25.0                  py313h06a4308_1
pandas                           2.3.3                 py313h23c847b_1
pandas-datareader                0.10.0                pypi_0              pypi
pandoc                           3.8                   h06a4308_0
pandocfilters                    1.5.1                 py313h06a4308_0
panel                            1.8.3                 py313h06a4308_0
param                            2.3.0                 py313h06a4308_0
parsel                           1.10.0                py313h06a4308_0
parso                            0.8.5                 py313h06a4308_0
partd                            1.4.2                 py313h06a4308_0
pathspec                         0.12.1                py313h06a4308_1
patsy                            1.0.1                 py313h06a4308_0
pcre2                            10.46                 hf426167_0
peewee                           4.0.3                 pypi_0              pypi
pexpect                          4.9.0                 py313h06a4308_1
pickleshare                      0.7.5                 pyhd3eb1b0_1003
pillow                           12.0.0                py313h3b88751_1
pip                              25.3                  pyhc872135_0
pixman                           0.46.4                h7934f7d_0
platformdirs                     4.5.0                 py313h06a4308_0
plotly                           6.6.0                 pypi_0              pypi
plotly-orca                      1.3.1                 1                   plotly
pluggy                           1.5.0                 py313h06a4308_0
pot                              0.9.6.post1           pypi_0              pypi
prettytable                      3.17.0                pypi_0              pypi
prometheus_client                0.21.1                py313h06a4308_0
prompt-toolkit                   3.0.52                py313h06a4308_1
prompt_toolkit                   3.0.52                hd3eb1b0_1
propcache                        0.3.1                 py313h5eee18b_0
protego                          0.4.0                 py313h06a4308_0
protobuf                         5.29.3                py313he621ea3_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                          21.0.0                py313h23c847b_0
pyasn1                           0.6.1                 py313h06a4308_0
pyasn1-modules                   0.4.2                 py313h06a4308_0
pybtex                           0.25.1                pypi_0              pypi
pybtex-docutils                  1.0.3                 pypi_0              pypi
pycares                          4.10.0                py313ha137689_0
pycodestyle                      2.12.1                py313h06a4308_0
pycparser                        2.23                  py313h06a4308_0
pyct                             0.6.0                 py313h06a4308_0
pycurl                           7.45.7                py313he7f09ab_0
pydata-sphinx-theme              0.15.4                pypi_0              pypi
pydispatcher                     2.0.7                 py313h06a4308_0
pydocstyle                       6.3.0                 py313h06a4308_0
pyerfa                           2.0.1.5               py313h5eee18b_0
pyflakes                         3.2.0                 py313h06a4308_0
pygithub                         2.8.1                 py313h06a4308_0
pygments                         2.19.2                py313h06a4308_0
pyhdfe                           0.2.0                 pypi_0              pypi
pyjwt                            2.10.1                py313h06a4308_0
pylint                           3.3.8                 py313h06a4308_0
pylint-venv                      3.0.3                 py313h06a4308_0
pyls-spyder                      0.4.0                 pyhd3eb1b0_0
pymc                             5.28.2                pypi_0              pypi
pynacl                           1.6.0                 py313h2630517_0
pyodbc                           5.3.0                 py313hab19121_0
pyopenssl                        25.3.0                py313hef88997_0
pyparsing                        3.2.5                 py313h06a4308_0
pyqt                             5.15.11               py313h144e999_0
pyqt5-sip                        12.17.0               py313hee96239_0
pyqtwebengine                    5.15.11               py313hf9d9379_0
pysocks                          1.7.1                 py313h06a4308_1
pytables                         3.10.2                py313hc48ae32_2
pytensor                         2.38.2                pypi_0              pypi
pytest                           8.4.2                 py313h06a4308_0
pytest-timeout                   2.4.0                 pypi_0              pypi
python                           3.13.9                h7e8bc2b_100_cp313
python-dateutil                  2.9.0post0            py313h06a4308_2
python-fastjsonschema            2.21.2                py313h06a4308_0
python-json-logger               3.2.1                 py313h06a4308_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                1.13.1                py313h7040dfc_0
python-slugify                   8.0.4                 py313h06a4308_0
python-tzdata                    2025.2                pyhd3eb1b0_0
python_abi                       3.13                  2_cp313
pytokens                         0.3.0                 py313h06a4308_0
pytoolconfig                     1.2.6                 py313h06a4308_0
pytz                             2025.2                py313h06a4308_0
pyuca                            1.2                   py313h06a4308_1
pyviz_comms                      3.0.6                 py313h06a4308_0
pywavelets                       1.9.0                 py313hb25bd0a_0
pyxdg                            0.28                  py313h06a4308_0
pyyaml                           6.0.3                 py313h591646f_0
pyzmq                            27.1.0                py313hcf8288c_1
qdarkstyle                       3.2.3                 pyhd3eb1b0_0
qstylizer                        0.2.2                 py313h06a4308_0
qt-main                          5.15.2                hded0198_13
qt-webengine                     5.15.9                he2071f7_8
qtawesome                        1.4.0                 py313h06a4308_0
qtconsole                        5.7.0                 py313h06a4308_0
qtpy                             2.4.3                 py313h06a4308_0
quantecon                        0.11.1                pypi_0              pypi
quantecon-book-theme             0.19.0                pypi_0              pypi
queuelib                         1.8.0                 py313h06a4308_0
re2                              2024.07.02            hdb19cb5_0
readline                         8.3                   hc2a1206_0
referencing                      0.37.0                py313h06a4308_0
regex                            2025.9.1              py313hee96239_0
requests                         2.32.5                py313h06a4308_1
requests-file                    2.1.0                 py313h06a4308_0
rfc3339-validator                0.1.4                 py313h06a4308_0
rfc3986-validator                0.1.1                 py313h06a4308_0
rfc3987-syntax                   1.1.0                 pypi_0              pypi
rich                             14.2.0                py313h06a4308_0
roman-numerals-py                3.1.0                 py313h06a4308_0
rope                             1.14.0                py313h06a4308_0
rpds-py                          0.28.0                py313h498d7c9_0
rtree                            1.4.1                 py313h7b4d351_0
ruff                             0.12.0                py313hc6f7160_0
s2n                              1.5.14                hdbd6064_0
s3fs                             2025.10.0             py313h06a4308_0
scikit-image                     0.25.2                py313h06d7b56_0
scikit-learn                     1.7.2                 py313h23c847b_0
scipy                            1.16.3                py313h33bc11c_0
scrapy                           2.13.3                py313h06a4308_0
seaborn                          0.13.2                py313h06a4308_3
secretstorage                    3.4.0                 py313h3e8c6aa_0
send2trash                       1.8.2                 py313h06a4308_1
service_identity                 24.2.0                py313h06a4308_0
setuptools                       80.9.0                py313h06a4308_0
simplejson                       3.20.2                pypi_0              pypi
sip                              6.12.0                py313h7934f7d_0
six                              1.17.0                py313h06a4308_0
smmap                            4.0.0                 pyhd3eb1b0_0
snappy                           1.2.1                 h6a678d5_0
sniffio                          1.3.0                 py313h06a4308_0
snowballstemmer                  3.0.1                 py313h06a4308_0
sortedcontainers                 2.4.0                 pyhd3eb1b0_0
soupsieve                        2.5                   py313h06a4308_0
sphinx                           7.4.7                 pypi_0              pypi
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
sphinx-design                    0.7.0                 pypi_0              pypi
sphinx-exercise                  1.2.1                 pypi_0              pypi
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
sphinx-proof                     0.4.0                 pypi_0              pypi
sphinx-reredirects               1.1.0                 pypi_0              pypi
sphinx-thebe                     0.3.1                 pypi_0              pypi
sphinx-togglebutton              0.4.4                 pypi_0              pypi
sphinx-tojupyter                 0.6.0                 pypi_0              pypi
sphinxcontrib-applehelp          2.0.0                 pyhd3eb1b0_1
sphinxcontrib-bibtex             2.6.5                 pypi_0              pypi
sphinxcontrib-devhelp            2.0.0                 pyhd3eb1b0_0
sphinxcontrib-htmlhelp           2.1.0                 pyhd3eb1b0_0
sphinxcontrib-jsmath             1.0.1                 pyhd3eb1b0_0
sphinxcontrib-qthelp             2.0.0                 pyhd3eb1b0_1
sphinxcontrib-serializinghtml    2.0.0                 pyhd3eb1b0_0
sphinxcontrib-youtube            1.4.1                 pypi_0              pypi
sphinxext-rediraffe              0.3.0                 pypi_0              pypi
spyder                           6.1.0                 py313hc6bd4b5_2
spyder-kernels                   3.1.1                 py313h7040dfc_0
sqlalchemy                       2.0.43                py313h7e39e78_0
sqlite                           3.51.0                h2a70700_0
stack_data                       0.6.3                 py313h06a4308_0
statsmodels                      0.14.5                py313hf0014fa_0
streamlit                        1.51.0                py313h06a4308_0
superqt                          0.7.6                 py313h4edb3dd_0
sympy                            1.14.0                py313h06a4308_0
tabulate                         0.9.0                 py313h06a4308_0
tbb                              2022.0.0              hdb19cb5_0
tbb-devel                        2022.0.0              hdb19cb5_0
tblib                            3.1.0                 py313h06a4308_0
tenacity                         9.1.2                 py313h06a4308_0
terminado                        0.18.1                py313h06a4308_0
text-unidecode                   1.3                   pyhd3eb1b0_0
textdistance                     4.6.3                 py313h7040dfc_1
threadpoolctl                    3.5.0                 py313h7040dfc_0
three-merge                      0.1.1                 pyhd3eb1b0_0
tifffile                         2025.10.4             py313h06a4308_0
tinycss2                         1.4.0                 py313h06a4308_0
tk                               8.6.15                h54e0aa7_0
tldextract                       5.1.2                 py313h06a4308_0
toml                             0.10.2                pyhd3eb1b0_0
tomli                            2.2.1                 py313h06a4308_0
tomlkit                          0.13.3                py313h06a4308_0
toolz                            1.0.0                 py313h06a4308_0
tornado                          6.5.1                 py313h5eee18b_0
tqdm                             4.67.1                py313h7040dfc_1
traitlets                        5.14.3                py313h06a4308_0
twisted                          25.5.0                py313h06a4308_0
typing-extensions                4.15.0                py313h06a4308_0
typing_extensions                4.15.0                py313h06a4308_0
tzdata                           2025b                 h04d1e81_0
uc-micro-py                      1.0.3                 py313h06a4308_0
ujson                            5.11.0                py313hbdd6827_0
unixodbc                         2.3.14                h10e04f9_0
uri-template                     1.3.0                 pypi_0              pypi
urllib3                          2.5.0                 py313h06a4308_0
utf8proc                         2.6.1                 h5eee18b_1
uvloop                           0.22.1                py313h939ff40_1
w3lib                            2.3.1                 py313h06a4308_0
watchdog                         6.0.0                 py313h06a4308_0
wcwidth                          0.2.13                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                  pypi_0              pypi
werkzeug                         3.1.3                 py313h06a4308_0
whatthepatch                     1.0.7                 py313h06a4308_0
wheel                            0.45.1                py313h06a4308_0
widgetsnbextension               4.0.14                py313h06a4308_0
wrapt                            1.17.0                py313h5eee18b_0
wurlitzer                        3.1.1                 py313h06a4308_0
xarray                           2025.10.1             py313h06a4308_0
xarray-einstats                  0.10.0                pypi_0              pypi
xcb-util                         0.4.1                 h5eee18b_2
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                  h5eee18b_0
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
xorg-libxdmcp                    1.1.5                 h9b100fa_0
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
xorg-libxrender                  0.9.12                h9b100fa_0
xorg-libxtst                     1.2.5                 h9b100fa_3
xorg-libxxf86vm                  1.1.6                 h9b100fa_0
xorg-xorgproto                   2024.1                h5eee18b_1
xyzservices                      2025.4.0              py313h06a4308_0
xz                               5.6.4                 h5eee18b_1
yaml                             0.2.5                 h7b6447c_0
yapf                             0.43.0                py313h06a4308_0
yarl                             1.22.0                py313hee96239_0
yfinance                         1.2.0                 pypi_0              pypi
zeromq                           4.3.5                 hb0a5e54_1
zict                             3.0.0                 py313h06a4308_0
zipp                             3.23.0                py313h06a4308_0
zlib                             1.3.1                 hb25bd0a_0
zlib-ng                          2.0.7                 h5eee18b_0
zope                             1.0                   py313h06a4308_1
zope.interface                   8.0.1                 py313hee96239_0
zstd                             1.5.7                 h11fc155_0

This lecture series has access to the following GPU

!nvidia-smi

Mon Mar 30 05:08:40 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   30C    P8             15W /   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