Humphrey Yang

Revert documentation paths in `Sampler` submodule

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This PR fixes the path for API entries of `Sampler` submodule. ## Description Change the `.. currentmodule::` attribute to the old path prior to `v.5.10.1`. The order of entries is...

DOC: `pymc.sample` replaced by `pymc.sampling.mcmc.sample` in the documention

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### Issue with current documentation: [`pymc.sample`](https://www.pymc.io/projects/docs/en/v5.10.0/api/generated/pymc.sample.html#pymc-sample) was replaced by [`pymc.sampling.mcmc.sample`](https://www.pymc.io/projects/docs/en/latest/api/generated/pymc.sampling.mcmc.sample.html#pymc-sampling-mcmc-sample) in the documentation after `v.5.10.0`, but `pymc.sample` can still be called under `pymc-5.10.2`. ### Idea or request for content: _No...

Migrate Duplicated Lectures

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This PR migrates duplicate lectures in https://github.com/QuantEcon/lecture-python-intro/issues/282, `scalar_dynam`, and `complex_and_trig`.

`pymc.sample` docs are incorrect -- waiting for upstream fix

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Hi @mmcky, `pymc.sample` is deprecated after v5.10.0 as shown [here](https://www.pymc.io/projects/docs/en/v5.10.0/api/generated/pymc.sample.html#pymc-sample).

Here are two articles on using Bayesian updates to predict the persistence of inflation that @jstac and I think might be a good application on Bayesian updates: https://www.federalreserve.gov/econres/notes/feds-notes/anchored-or-not-a-short-summary-of-a-bayesian-approach-to-the-persistence-of-inflation-20220408.html It just...

Add a Lecture on Numba Cuda

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Add a lecture based on the [numba_cuda notebook](https://colab.research.google.com/github/cbernet/maldives/blob/master/numba/numba_cuda.ipynb#scrollTo=5U0yngpWU1Sg) written by @jstac with an introduction to basic concepts such as kernel declaration, kernel invocation, and other terminologies on GPU programming.

Adding filtering and vectoriasation functions such as pandas.Series.str.contains()...

Migrate `np.dot` to `@` Operator

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This PR resolves #589 as it completed the migration to `@`. I left only a few `np.dot` in cases involving scalars. I noticed during the process that [the documentation](https://quanteconpy.readthedocs.io/en/latest/tools/lqnash.html) for...

[commod_price] Editorial Suggestions

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Comments by @SylviaZhaooo. ## Content - [x] Missing period in "The lecture will discuss one way to solve a “functional equation” for an unknown function". - [x] “functional equation” (the...

[cobweb] Editorial Suggestions

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Comments by @SylviaZhaooo. ## Code - [x] Use LaTex label in $D$ and $S$ label. ## Content - [x] 'regarding the way that produces form' -> 'regarding the way that...