I didn’t pay attention much to the news of the child pornography scandal when it happened, but obviously feel let down t

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earning models, interpretability is not a single concept but a combination of different principles. In a recent paper, researchers from Google outlined what they considered some of the foundational building blocks of interpretability. The paper presents three fundamental characteristics that make a model interpretable:

During his trial, Jared Fogle’s wife, Kathleen McLaughlin, sought a divorce. It was finalized on November 16, 2015, to which McLaughlin wanted to protect their children to avoid a “self-inflicted media circus.” On November 19, 2015, Jared Fogle was sentenced to 15 years and 8 months in prison.

Whether you used micmon-datagen or the micmon Python API, at the end of the process you should find a bunch of .npz files under ~/datasets/sound-detect/data, one for each labelled audio file in the original dataset. We can use this dataset to train our neural network for sound detection.

Nigg wanted to send a message that child molesters shouldn’t be in a minimum-security prison. His nephew claimed that Steven Nigg could have very easily killed Jared if he wanted to, but didn’t.

Ever since the 2015 scandal, Subway cut its ties with Jared. Its business has been declining since — in 2016, it closed more stores than it opened, for the first time in its history. In 2018, it closed 1,108 locations in the U.S.

While Jared serves his sentence in prison, I notice that I never actually knew Jared’s last name throughout my childhood, and that’s why I reference him by his first name throughout.

I didn’t pay attention much to the news of the child pornography scandal when it happened, but obviously feel let down that Jared, a cultural icon of my childhood, could be a child molester and distributor of child pornography. Not only that, but I pray and hope victims of Jared have received restitution and healing from their trauma.

Save the script above as e.g. ~/bin/micmon_detect.py. The script only triggers an event if at least positive_samples samples are detected over a sliding window of window_length seconds (that’s to reduce the noise caused by prediction errors or temporary glitches), and it only triggers an event when the current prediction goes from negative to positive or the other way around. The event is then dispatched to Platypush over the RedisBus. The script should also be general-purpose enough to work with any sound model (not necessarily that of a crying infant), any positive/negative labels, any frequency range and any type of output event.

Nigg was transferred to another federal prison. On November 13, 2017, Jared Fogle filed an argument that a federal court didn’t have the jurisdiction to convict him. Judge Walton Pratt immediately struck down the claim.

In a 2018 interview with the Daily Mail, Marc Brooks, a former inmate at Englewood who served eight months in the prison, said Jared was doing extremely well. He said that Jared is “living the life in there,” eating fancy food, cooking, free to gamble, and use a computer whenever he wants. In prison, Jared allegedly even received a qualification for culinary arts. Brooks said that Jared is “real healthy and fit” at approximately 180–200 pounds. As for the Englewood facility, Brooks compared it more to daycare than a prison.

Others would tell authorities about Jared’s comments and text messages having sexually abused children. One franchisee, Cindy Mills, claimed Jared spoke openly about his interest in children with her in 2008, and Subway did nothing about it because Jared was not a Subway employee.

Since being in prison, Jared has transferred to multiple prison centers. In March of 2016, Jared was assaulted by a man named Steven Nigg, who, according to his nephew, “can’t be around child molesters.” It happened at the Federal Correctional Institute in Englewood, Colorado, which has a program for sex offenders, and is where Jared serves now.

After running this script (and after you’re happy with the model’s accuracy) you’ll find your new model saved under ~/models/sound-detect. In my case it was sufficient to collect ~5 hours of sounds from my baby’s room and define a good frequency range to train a model with >98% accuracy. If you trained this model on your computer, just copy it to the RaspberryPi and you’re ready for the next step.

Install the Pushbullet app on your smartphone and head to pushbullet.com to get an API token. Then create a ~/.config/platypush/config.yaml file that enables the HTTP and Pushbullet integrations:

There’s not much use however in a script that simply prints a message to the standard output if our baby is crying — we want to be notified! Let’s use Platypush to cover this part. In this example, we’ll use the pushbullet integration to send a message to our mobile when cry is detected. Let’s install Redis (used by Platypush to receive messages) and Platypush with the HTTP and Pushbullet integrations: