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Intro to Generative Adversarial Networks | GANs 001

   GANs consist of three terms Generative Adversarial Network. Let's understand these three terms first. Generative : A Generative Model takes input training sample from some distribution and learns to represents that distribution. Adversarial : It basically means Conflicting or Opposing. Networks : These are basically neural networks. So,Generative Adversarial Networks are deep neural network architecture comprising of two neural networks compete with each other to make a generative model. A GAN consist of two class models : Discriminative Model :- It is the one that discriminate between two different classes of data.It tries to identify real data from fakes created by the generator Generative Model :- The Generator turns noise into an imitation of the data to try to trick the discriminator Mathematically, A Generative Model 'G' to be trained on training data 'X' sampled from some true distribution 'D' is the one which, given some standard random distrib

4 Best Freelance Websites to Find Jobs

Being a freelancer is a perfect way to turn your creativity or hobby into money. You have the right to apply for only tasks that you want or are good at. Often you are constantly sharpening your skills by accepting various tasks from different employers.
If you're a full-time freelancer, trying to make more money on the side or looking for a freelancer to help you do some work, you possibly know how stressful the task can be. So, here are some of the best freelancer websites you can consider.

4 Best Freelance Websites To Find Jobs


1. Upwork

Upwork may be one of the best freelance websites for finding work no matter what type of freelancer you are. Those in web development, graphic design, and even freelance writing will find that Upwork has much to offer. The seemingly unending feed of job postings is continually updated. From small businesses to huge corporations, many different types of companies are looking to hire freelance designers through Up work.



2. Guru

Guru is a website developed to help businesses locate and recruit freelancers from around the world. Its versatile and cost-effective platform helps users to recruit freelancers from programming and development to writing and translation, design and arts, sales and marketing, and more.

  


3. weworkremotely.com

We work remotely boasts over 2.5 million users a month. Yeah, that's massive. They have a plethora of work posts and multiple design-related offers. We work remotely can sound a little less intimate than more design-centric websites, but the number of job listings makes up for that.

 


4. Toptal

Toptal pitches themselves as a place to find the top 3% of freelance talent. Their screening process is so rigorous that out of the thousands of submissions they get every month, they only accept a few into their ranks. This exclusivity sets them apart from so many other freelance websites out there. It may seem intimidating getting in, but if you do, you’ll get the chance to put yourself in front of some pretty big names — Airbnb, Zendesk and Thumbtack are companies that have used Toptal to find designers.

 


 


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