2016 - Movies Data Analysis - Linear Regression Modelling

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Attention not needed!

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Attention, Attention For as long as we have been using Transformer models, there has been a question about how to put it in production because it needs a lot of computing power. Google took about a year from when BERT (Bidirectional Encoder Representations from Transformers) was introduced to being incorporated into their search algorithm. It is not just the advancement in understanding searches using BERT; they also needed new hardware. “But it’s not just advancements in software that can make this possible: we needed new hardware too. Some of the models we can build with BERT are so complex that they push the limits of what we can do using traditional hardware, so for the first time, we’re using the latest  Cloud TPUs  to serve search results and get you more relevant information quickly. “( https://blog.google/products/search/search-language-understanding-bert/ ) One of the complexities in BERT is the ‘self-attention’ modules, these are neural network layers that compu...
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Speech to Text - HTML 5

Technology Can Help Recently there was a news in Good Morning America were a deaf cashier is taking orders and customers patiently writing out there orders. Here is a link   Deaf Cashier Well with a computer in every pocket there is technology to help. Here is a quick demo that i have created to use HTML 5 technology to create a speech to text web page. Here is a link to the working page http://petabyte.github.io/textToSpeech.html https://www.youtube.com/watch?v=27SZISZAPEA
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OAuth 1.0a Request Signing and Verification - HMAC-SHA1 - HMAC-SHA256

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This is a security project that I did this Fall semester. I was interested in why the OAuth1.0a specification did not require you to sign a request using RSA-SHA1 or any RSA algorithm. The first issue that I found is where would you store your private keys in a javascript client? - as a javascript encrypted file ? from the browser ?  - that will be a security hole if you allow javascript to get private keys. These are some of the questions that got me asking and which I cannot find answers to for now. OAuth 1.0a Signature Signing and Verification using JavaScript Implementation Background The OAuth specification tries to define an API authentication method that allows consumer websites or applications to access protected API Resources from a Service provider. The advantage that OAuth provides is that the user of the website or application is not required to disclose their credentials to their service provider. Another advantage of using OAuth to authenticate is that it does...
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