![]() One bit about hawking a Rolex for drug money made it into “Baby J.” ![]() The stories he told were so shocking, I thought about them for days afterward. ![]() Mulaney delivered a raw and vulnerable set at City Winery titled, “From Scratch.” Working from home with my husband and young daughter, I desperately needed the laughs. It was my first night out since the pandemic started more than a year earlier. Mulaney was testing out his new material when I saw him perform in New York in June 2021. “Hello, old friend,” he says with a salute to the Koala. Mulaney’s “Baby J” jokes are multilayered when he tells a story about doing cocaine off of a Koala baby changing station in a gas station bathroom, he later does a callback when he finds himself at a museum needing to change his son’s diaper. He is a relationship with actress Olivia Munn, and, together, they share a son, Malcolm. Mulaney completed a two-month stay and rehab and says in the set that he’s now doing great. “I was the best looking person at my intervention,” he tells the crowd, because he was “cocaine skinny” with a fresh haircut, one that caused him to be two hours late to his intervention. He then launches into an hour-long tale of his recovery that began with a “star-studded” intervention, in a room filled with a dozen of his friends (six over Zoom, he laughs), including Seth Meyers, Fred Armison, Bill Hader and Natasha Lyonne. “If you’ve seen me do stand-up before, I have kind of a different vibe now,” Mulaney says near the top of “Baby J.” He even hints in his new set that his old style of comedy, with theatrical leaps and bounds across the stage, may have been due to being high at the time. The comic was for years heavily addicted to cocaine and prescription medication before seeking treatment in 2020. Therefore, in order to find the direction of the steepest descent, we need to calculate gradients of the loss function with respect to weights and bias.Comedian John Mulaney reflects on what led him to rehab in his new stand-up special for Netflix, “Baby J.” His stories about healing reminded me of a time Mulaney’s comedy helped me feel better. In brief, gradient descent is an optimization algorithm that we use to minimize loss function in the neural network by iteratively moving in the direction of the steepest descent of the function. Root Mean Squared Propagation (RMSProp).There are many different optimization techniques that are usually based on gradient descent methods but some of the most popular are: ![]() The point of backpropagation is to improve the accuracy of the network and at the same time decrease the error through epochs using optimization techniques. Initially, we have a neural network that doesn’t give accurate predictions because we haven’t tuned the weights yet. Proper weight tuning ensures lower error rates while increasing the model’s reliability by enhancing its generalization. In brief, it’s a process of fine-tuning the weights of a network based on the errors or loss obtained in the previous epoch (iteration). After forward propagation comes backpropagation and it’s certainly the essential part of the training.
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