Grid Search VS Random Search VS Bayesian Optimization: Which hyperparameter tuning method is best?

Hyperparameter tuning is an essential step in developing robust predictive models. After all, sticking with default parameters prevents models from achieving peak performance.

This begs the question: what method is most fitting for finding the optimal hyperparameters for a given model?

Here, we delve into 3 popular approaches for hyperparameter tuning and determine which one is superior.

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Developing technology reverses hearing loss

Founded by MIT scientists, the clinical-stage biotech company Frequency Therapeutics discovered a way to reverse hearing loss without hearing aids or implants. Focusing on progenitor cells (which reside in the inner ear and turn into hair cells when humans are in utero, before going dormant) the company injects small molecules into the cochlea, which transform these cells into hair cells that help us hear. During their 200-person trial, the company saw meaningful improvement in patients’ hearing, with some reporting improved speech perception after a single injection that lasted nearly two years.

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Truth Social migrates to Rumble cloud, Trump platform ready to onboard millions

Truth Social has completed a migration to a massive cloud computing infrastructure run by the video giant Rumble, clearing the way for the social platform started by former President Donald Trump to onboard millions of users quickly, officials told Just the News.

The partnership between two of the nation’s emerging free speech platforms — completed this week — means Truth Social will be ending its beta testing and controlled account creation and moving quickly to erase a backlog of consumers who have been waiting a few weeks to join the platform.

“Yesterday, Truth Social and Rumble took a major stride toward rescuing the internet from the grip of the Big Tech tyrants,” said Devin Nunes, the former congressman who in January became CEO of Trump Media and Technology Group, which owns Truth Social. 

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Twitter Responds to Elon Musk Proposal by Creating Poison Pill

The social media and communication platform Twitter, responded to the bid by billionaire entrepreneur Elon Musk by announcing Friday the Twitter board of directors has unanimously adopted a “poison pill” defense in response to Tesla CEO Elon Musk’s proposal to buy the company and take it private. [LINK to Press Release]

Twitter said the move, formally called a “limited duration shareholder rights plan,” aims to enable its investors to “realize the full value of their investment” by reducing the likelihood that any one person can gain control of the company without either paying shareholders a premium or giving the board more time. Poison pills are often used to defend against hostile takeovers.

According to Twitter’s plan, if Musk or any other person or group acquires at least 15 percent of Twitter’s stock, the poison pill will trigger.

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This is an excellent article. It provides crucial insights into the Twitter “business model” and how and why it differs greatly from FB, YT and other content driven social media sites. ABN

True The Vote’s Catherine Engelbrecht and Gregg Phillips Claim US Intelligence Began Tracking Americans After 2020 Election…Geo Tracking Fence Was Set Up Around Capitol Before Jan 6 To Catch People Likely To Attend Trump Rally

Yesterday, True the Vote founder Catherine Engelbrecht and Gregg Phillips spoke with Charlie Kirk on the Charlie Kirk Show to discuss the upcoming Dinesh D’Souza movie “2000 Mules,” which is based on the incredible work they did to find evidence of massive, widespread voter fraud in the 2020 election.

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EXCLUSIVE: ‘They woke up burned or injured.’ Top brain expert and ex-CIA officer reveals hundreds of military servicemen suffered brain damage or symptoms of the mysterious ‘Havana Syndrome’ and even DEATH after encountering UFOs

Forensic neuroimaging expert Christopher Green says he has dealt with ‘hundreds of patients’ who were injured or died after interacting with UFOs 

‘I’m the go-to physician in the Department of Defense for unexplained morbidity and mortality,’ he told DailyMail.com in an exclusive interview 

‘I do look at injuries and mortality from unidentified UAPs (unidentified aerial phenomena),’ he added 

Green, a professor at the Wayne State School of Medicine in Detroit, was in 2010 commissioned to write a paper by a secret $22M defense program  

He described symptoms of multiple sclerosis, brain damage, and burns among patients from ‘[Close Encounters of the Third and Fourth Kind] events’ 

He said symptoms of many of the cases were similar to ‘Havana Syndrome’ – a mysterious illness affecting diplomats and US officials in embassies around the world

Green said many of his patients experienced burns and brain damage and that around one in ten died within seven years of their reported encounter

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EXCLUSIVE: JACK MAXEY who handed Hunter’s abandoned laptop to congressmen and DailyMail.com reveals he has 450 gigabytes of DELETED material including 80,000 images and videos – and has fled to Switzerland fearing retaliation from White House

Whistleblower Jack Maxey gave DailyMail.com a copy of the hard drive from Hunter Biden’s  abandoned laptop in the spring of 2021

DailyMail.com has published dozens of stories exposing Hunter’s drug use, sex obsession and questionable business dealings 

For the past two weeks, Maxey has been in hiding in Zurich, Switzerland, working with IT experts to dig out more data from the ‘laptop from hell’ 

He says he intends to post them all online in a database in the coming weeks 

Maxey says he has found ‘450 gigabytes of erased material’ including 80,000 images and videos and more than 120,000 archived emails 

The former podcast host says he fears retaliation from the Biden administration 

He says that after contacting DailyMail.com about the laptop last year, black suburban SUVs appeared outside his house

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Maxey claims that had the FBI come forward in 2020 with the emails showing the details of Hunter’s work for Burisma, Trump would have been vindicated.

‘The FBI had this on the ninth of December 2019,’ he said. ‘I suppose the first person betrayed was a sitting US president in an impeachment hearing, when the FBI had the exculpatory evidence in their hands to have that end instantly, and they did nothing.

…’The American people were utterly betrayed, because I guarantee you that Joe Biden couldn’t run for dog catcher if the American people knew about this laptop.’

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Transhumanism, Biofascism Are Tools of the ‘Technological Elite,’ Author Tells RFK, Jr

In an interview on “RFK Jr. The Defender Podcast,” T.J. Coles, Ph.D., author of ‘Biofascism: The Tech-Pharma Complex and the End of Democracy,’ talked with Robert F. Kennedy, Jr. about transhumanism, the billionaire class and the World Economic Forum.

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I am a fan of RFK Jr and The Defender and also believe videos and podcasts like the one at the link above should be made embeddable in other sites, such as this one. This allows the information to reach more people more conveniently while also exposing more people to the original site, which most of us diligently always link to and even if we don’t viewers can still see where it is coming from. ABN

California to release GMO mosquitoes in Central Valley

Genetically modified male mosquitoes may soon be buzzing across areas of California, in an experiment to stop the spread of invasive species in a warming climate.

Earlier this month, the EPA cleared the UK-based biotech company Oxitec to release a maximum of roughly 2.4bn of its genetically modified mosquitoes through 2024, expand its existing trial in Florida and start a new pilot project in California’s Central Valley, where mosquito numbers are on the rise.

Oxitec’s modified mosquitoes are male, and therefore don’t bite. They were developed with a special protein so that when they pair with a female mosquito the only viable offspring they produce are also non-biting males.

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New, safe ultraviolet light takes minutes to reduce indoor airborne microbes 98%

A new type of ultraviolet light that is safe for people took less than five minutes to reduce the level of indoor airborne microbes by more than 98%, a joint study by scientists at Columbia University Vagelos College of Physicians and Surgeons and in the U.K. has found. Even as microbes continued to be sprayed into the room, the level remained very low as long as the lights were on.

The study suggests that far-UVC light from lamps installed in the ceiling could be a highly effective passive technology for reducing person-to-person transmission of airborne-mediated diseases such as COVID and influenza indoors, and lowering the risk of the next pandemic. 

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