Well, it’s bad from a filmic perspective. But the thing is, it’s not that bad a scene. A moment that was meant to totally blow our minds and cement the genius of the Wachowskis ended up a punchline.
MATRIX ARCHITECT MOVIE
Every negative review mentioned that turgid, overwritten speech as the nadir of a movie that collapsed under the weight of its own pretensions. And back in 2003, the Architect’s speech at the climax of “Reloaded” was emblematic of all that was shitty about the franchise. The “Matrix” sequels are truly god-awful: stupid scripts, mediocre acting, and worst of all, lame fucking fight scenes and ugly effects. I am not here to defend the movie itself. When I saw “The Matrix: Reloaded” as a freshman in high school, I hated it. So what is the third pill? Definitely not a transcendental pill that allows some sort of fake, fast-food, religious experience, but a pill that would allow me to see not the reality behind the illusion but the reality of the illusion itself.” – Slavoj Zizek
It may be installed directly using easy_install or pip, or listed as a dependency of another package (namely triage), under the package name matrix-architect.“But the choice between the blue and the red pill is not really a choice between illusion and reality…I want a third pill. The Architect is a Python package distributable via setuptools. In addition to being usable individually to assist in different aspects of building matrices in your project, the Architect components are integrated in triage as a part of an entire modeling experiment that incorporates later tasks like model training and testing. Planner, Builder: Build all design matrices needed for an experiment, taking into account different labels, state configurations, and feature groups.FeatureGroupCreator, FeatureGroupMixer: Create groupings of features, and mix them using different strategies (like 'leave one out') to test their effectiveness.Uses collate to build aggregation SQL queries. FeatureGenerator: Create aggregate features suitable for a design matrix from a set of database tables containing events.LabelGenerator: Create binary labels suitable for a design matrix by querying a database table containing outcome events.The Architect addresses these issues with functionality aimed at all tasks between cleaned source data (in a PostgreSQL database) and design matrices.
Converting cleaned data into these matrices is not a trivial task the process of creating the needed features and labels for an experiment from source data can be complicated, creating the matrices themselves out of features and labels can be inefficient, and there is opportunity at each step to leak data backwards in time to give model trained on a matrix an unfair advantage. In order to run classification algorithms on source data, this data must be properly organized into design matrices. To utilize the Architect within your custom pipeline, you may still import it from there. Note: Architect is now a bundled component of Triage, and future development will take place there. Plan, design, and build train and test matrices
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