simplymath
I would ignore the people who say you should deploy a model from someone else as that will teach you next to nothing about how this stuff works.
I would start with an older model and framework (e.g. scikitlearn) and go through all the processing, prediction, and evaluation steps using a model that’s fairly simple to understand. Since you already know about linear regression, start with some of these linear models.
Then, and only then, would I worry about neural networks and deep learning, since the main difference is a non-linear activation function and a much more complicated set of weights (model parameters in the linear regression language).
Source: PhD in neural networks
“Introduction to Algorithms” by Ronald Rivest is the standard college level textbook for this topic. I highly suggest starting there. For my undergraduate degree, this was meant to be taught in the first half of the second year and there’s no specific mathematical requirements other than understanding advanced notation.
“Cracking the coding interview” will likely expose you to questions you’ll see again during the interview process, but it lacks the formality.and structure of a mathematics text.
I appreciate that you curate the RSS feed. I get very little time for social media these days and I’m glad there’s someone here populating feeds with content.
I’m not a huge fan of cynicism and non-contributory comments when this space is meant to be better than the toxic sites we all fled. There’s a plethora of options for tailoring your feed to exclude unwanted content, none of which require attacking other users acting in good faith.
Thanks to your profile, I found several new communities I will happily follow now. Keep up the good work!
I have 4 of the 8bitdo controllers (various Bluetooth models) and games have varying levels of support for them. Sometimes all the controllers show up as 1st player, but mostly steam handles it fine. I’ve also use Microsoft branded controllers in the past with 0 issues, but then you’re locked into to that as mixing those with playstation or 3rd party ones can lead to the same player mapping weirdness. Also, the Xbox variety needs a 2.4Ghz dongle to work with the deck, but I’ve found this to be superior to Bluetooth in crowded environments.
Let me preface this with:
I am 100% on board with treating housing as a human right, but this proposal misunderstands the point of interest rates.
Interest rates are a best guess by financial institutions about your likelihood to repay and their expectations for inflation over the course of the loan. Interests rates are higher for poorer people because the risk of them not paying it back is higher. Google the “sub prime lending crisis” which is exactly what crashed the global economy in 2009.
One other commenter notes that an alternative would be to build state owned housing and rent it at reasonable rates. Unless it’s mixed income housing, that model has failed everywhere it had been tried-- from Cabrini Green in Chicago to the commie blocks of eastern Europe. Why? because it creates specific areas in a city where a business is essentially guaranteed to have less revenue than anywhere else. This is why urban centers have food desserts and why people who live in the massive public housing blocks in Coney Island have to commute 90 minutes to Manhattan – why would you open your business in a poor neighborhood rather than the financial district?
Even with the mixed-income model popular across Scandinavia and the Netherlands, it’s not like they solved the housing crisis as this does nothing from stopping the investment properties and the airbnb-ifcation of city Centers.
Here’s a congressional report on how increases to student grants (Pell grants) are highly correlated with increases in tuition.
https://crsreports.congress.gov/product/pdf/R/R43692/4
Again, I think everyone should be able to afford a home, but this policy is as ignorant of history as it is ineffective at addressing the root cause of the housing crisis.
