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Update incremental_computing.rst
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- **Memory Efficiency**: It uses a small, constant amount of memory, regardless of the total dataset size.
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- **Real-time Processing**: It's well-suited for real-time data streams where statistics need to be updated as new data arrives.
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- **Numerical Stability**: For variance and covariance, `batchstats` uses Welford's online algorithm, which is more numerically stable than a naive two-pass approach.
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- **Numerical Stability**: For variance and covariance, ``batchstats`` uses Welford's online algorithm, which is more numerically stable than a naive two-pass approach.
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Welford's Online Algorithm
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Usage Examples
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Here's a simple example of how to use `batchstats` to compute the mean and variance of a dataset that is processed in batches:
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Here's a simple example of how to use ``batchstats`` to compute the mean and variance of a dataset that is processed in batches:
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.. code-block:: python
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Merging Statistics
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Sometimes, you might process different parts of your data in parallel and need to combine the results. `batchstats` allows you to merge two statistical objects using the ``+`` operator:
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Sometimes, you might process different parts of your data in parallel and need to combine the results. ``batchstats`` allows you to merge two statistical objects using the ``+`` operator:
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.. code-block:: python
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