Vern  Greenholt

Vern Greenholt

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Making the most out of limited hardware

Neural networks have been a big deal for computer vision tasks over the past years, and ever since the now infamous 2012 AlexNet days, they have changed the way different image recognition tasks are done: object detection, image classification, semantic segmentation, all the way to creating new images or modifying existing ones with GANs. There are myriad blog posts, articles and discussions on their history and tutorials on how to build a simple model in a few lines of code.

These tools, however, require more and more computational power, as academia and research seem to be very skewed towards creating deeper and deeper models, with a ginormous number of parameters, requiring an unrealistic amount of compute for any but the biggest of labs and companies. As an individual, or even a small group, these are totally out of reach; and while a lot of great tutorials, introductions, etc. have been written about how to get started with X or Y framework, it feels like there is a lack of “practical” guides out there, on how to help people who don’t have the latest and greatest in computer hardware.

Hopefully, this post can provide some ideas on how to lower down the compute budget one needs in some computer vision tasks. This post will mostly be centered around Kaggle competitions, but can be pretty much extrapolated to many different applications. Kaggle is a great place to learn about data science and computer vision, but can be quite daunting especially when starting out, and even more since Kaggle introduced a limited 30h a week cap on GPU usage time. This sounded more like a challenge than anything to me at first, limited resources compared to the previous competitions where one could spin up 4 instances of GPU notebooks to run all night (which, now that I think about it might have been the cause of the restrictions in the first place, but more realistically was to stop people from mining crypto and other unintended uses of the sort).

I have to start by putting a few things out there for context: I had a pretty solid background in maths and physics due to my engineering background, but was pretty much self-taught when it comes to data & computer science. A huge part of that was thanks to Kaggle, and the compute resources we could have for free in a practically unlimited amount of time (this is around a year ago from the time of writing). This allowed for many errors and tinkering without having to worry about wasting or having to keep close track on precious GPU resources. Hopefully, this might help those out there on their own journey that doesn’t have that luxury anymore but still want to learn this (overly?) hipped yet really interesting field that is computer vision in the days of deep learning.

Here is the premise: for pretty much any relatively complex computer vision task/competitions deep learning is the state of the art today. And deep learning pretty much requires GPUs for training. The idea is, how can we break down everything to only use GPUs when we need them, and not any more? (in a broader spectrum, this also applies to the actual development of deep learning models for real world applications, where spinning up cloud instances cost a lot more when packed with a GPU).

Data science and more specifically computer vision tasks, competitions, problems, etc. require one to create a model that takes (most of the time labelled) data and “learns” from it to recognize whatever patterns it can from the labels. This means passing over the images (or whatever other types of data) and constantly tweaking and changing the internals of the model to best reduce a loss function. While we won’t go in detail here about why and how (once again, there is more than enough written subject online), it is still important to keep the big picture in mind. This step of passing the data and tweaking the model is the step that requires heavy lifting GPU (or TPU) processing. However, this is only one of the steps of making a model, and having limited access to raw compute power means having to try to squeeze as much as we can from all the steps before and after training. Pre-processing and error analysis are two examples of before and after steps that we’ll go over here.

#kaggle #data-science #computer-vision #data analysis

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Making the most out of limited hardware

How does tinder make money?

Essential information regarding how do dating apps make money and how does tinder make money. Moreover, we present unique ways to make money through dating apps.

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How much does an iOS or Android chat app cost to make?

Messaging is one of the most essential functions that smartphone users want to have at hand. Smartphone won’t be a must in our life if it has no chatting function. There is no one that doesn’t have WhatsApp, Viber, WeChat or Snapchat installed on his device. AppClues Infotech has a relevant experience crafting different messaging apps with top-notch technology stacks behind them, and we want to share our insights with you.

We have a team of professional Chat App Developers, experienced Whatsapp clone app developers who works hard on simple as well as complex problem and give their best out of it. Our Chat highly experienced app developers design an application which are elegant, feasible, easy accessible and capability to generate high traffic towards your website.

Ideal features in a Chat app:

  • Instant Messaging
  • Real time connectivity
  • Multimedia file transmission
  • Security
  • Push Notification
  • Quick search
  • Group Chat
  • Video and voice calling
  • Social Integration

The Cost to build an Chat app is between $12 to $15 per hour. The Cost is depends on complexity of a product and feature we need in chat app. The following three factors affect the final cost:

  • Technical complexity
  • The number of devices and OS
  • Custom designs and animations.

Benefits with AppClues Infotech:

  • Steady Mobile Chat App Development Service : Our chatting app development services aim at kickstarting and concluding the app development tasks reliably.
  • Affordable Chatting App Development : It is our vision AppClues Infotech to concentrate on the chat mobile app designing and development in the most affordable way.
  • Guaranteed WhatsApp Chat Clone Security : The specialization of our experts lies in securing the apps with some of the most robust features.
  • Quick Client Support: We at AppClues Infotech take it as our responsibility to provide quick client support in any of the ways required to them.

With its years of expertise in developing messaging/ chatting apps, the AppClues Infotech team of developers has now endeavored into chatting app development. Our sole aim with the messaging apps development is to bring people closer with instant messaging facilities. The app developers at our company have helped us achieve the goal with utmost delicacy.

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How much does it cost to make an app like Paytm/Groupon?

Today, every country is shifting towards digitization to build a cashless marketplace. Where ever you go maybe shops, restaurants, and many more places you will find mobile wallet apps like Paytm and PhonePay. From a small street merchant to big business are everyone is opting for mobile payments. All mobile wallet apps are enormously helpful to users as it eases the transaction of money.

If you are reading this answer means you are a very much interested business person interested in knowing about the development of an app like Paytm.

Now, we are going to know in-depth details about the development of an app like Paytm and the cost involved in the complete development process.

About Paytm

Paytm is India’s largest mobile payment platform founded in 2010 by Vijay Sekhar Sharma. Offering Mobile prepaid recharge/post-paid, utility bill payments, UPI payments, Money transfers, Online shopping, IRCTC train ticket booking, movie tickets, LIC premium payment, Electricity bill payment, DTH recharge, bus/flight booking, bank to bank transfer, metro card recharge and many more services. It is available on android, iOS and Windows smartphones.

Owned by One97 Communications, Paytm began operations with online mobile recharge and later expanded to online shopping with the similar kind of products that are sold by Flipkart, Amazon.

Key Features of Paytm

  • Mobile Recharge & Bill Payment
  • Pay online or Offline
  • Money Transfer
  • Book Train/Bus/Flight tickets

More on Paytm

  • Online shopping (Women/men fashion, Mobiles and Electronics, Home/Kitchen, Baby and Kids and more)
  • Deals/Discount Vouchers
  • DTH Recharge
  • Water, gas and electricity bill payment

Paytm Wallet Admin Panel

  • Engaging Dashboard
  • Managing offers and contact
  • QR code
  • Data synchronization
  • Cloud operations
  • Add/remove features
  • Managing the Booking calendar

Types of Mobile Wallet App:

  • A retail application
  • A dedicated payment app
  • PoS (Point of Sale) payments

How Much Does it Cost to make an app like Paytm?

The Paytm app development cost or any online Recharge app development depends on the following main factors such as:

App Platform (Android & iOS)
App development costs may differ from one platform to another. Comparatively, the development cost of an android app like Paytm is lower than iOS, as it is directly implemented without testing.

App Design
To design Paytm like an app, UX/UI plays a very crucial role, where users can experience the smoothness and flawlessness of the app. This kind of engaging features come with expensive cost.

UX/UI design(40-60hrs $1500-$3000)

App Features
It is defined as a total number of basic or advance features developed within the e-wallet app like Paytm.

App team:
For creating an app like Paytm, we need Project Manager, Requirement analyst, Developers, QA engineers, Mobile app developers (IOS and Android) and UI/UX designers. One more thing you must include is the geographical location and size of the company when you are choosing for the Paytm developers.

  • Developers in India: $10-80/hour
  • Eastern Europe: $30-150/hour
  • USA cost: $50-250/hour,

The charges will differ from a small company to a multinational company.

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How much would it cost to build a social media app like Facebook or Twitter?

Social media is a computer-based technology that facilitates the sharing of ideas and information and the building of virtual networks and communities. By design, social media is internet based and offers users easy electronic communication of personal information and other content, such as videos and photos. Social media often feeds into the discovery of new content such as news stories, and discovery is a search activity.

Benefits Of Social Media:

  • Increased Exposure
  • Attracting customers
  • Increase website traffic
  • Competitive Analysis

Social media can also help build links that in turn support into SEO efforts. Many people also perform searches at social media sites to find social media content. Social connections may also impact the relevancy of some search results, either within a social media network or at a mainstream search engine. Social media is one of the most cost-efficient digital marketing methods used to syndicate content and increase your business’ visibility.

AppClues Infotech is a well renowned Mobile App development Company. We create intuitive social media apps. We specialize in designing and developing mobile apps that are fast, attractive, responsive, and easy to use. We unite with ambitious businesses and individuals to transform their ideas into neat, effective, and meaningful digital solutions. We also serve industries like Travel App, Education App, Enterprise App, Health Care App, Restaurant App, Food Ordering App, etc in very well manner and at competitive prices that suits your budget.

Our Key Services of Mobile App Development:

  • iPhone App Development
  • iPad App Development
  • Ionic App Development
  • Android App Development
  • Windows App Development
  • Cross Platform App Development

Our dedicated team of developers have enough experience to build your social media apps as per your requirements. When speaking about social media app development cost no one can define accurate cost structure of app development because there are so many factors affecting like time, complexity of projects, developer’s team and also what extra features and functionality you want to include in it. So, cost is in between $15 - $25 per hour.

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How much does it cost to make an app like Facebook?

It is an era of technology where we can make a clone of any app like a Facebook app or any social networking app.

In the world, each and everyone has a mobile phone/cell phone. Every user mostly uses one type of social media apps in their life for being updated with the outside virtual world.

Are you inspired by any social networking app like Facebook and want to develop a Facebook clone app? If you are a business person or an enterprise, looking to develop an app like a Facebook clone app?

How To Create The Best Facebook Clone Mobile App?

Before deciding on the mobile app development of Facebook, you need to consider its features, development time, and hourly pricing because these will affect the Facebook app cost.

Key Features Of Facebook App:

  • Registration - Mobile number or Email
  • Automatic synchronization of contact list
  • Share texts, photos, and videos instantly
  • Instant notifications
  • Play games, and discover nearby friends
  • The intuitive search option to easily find known friends by name
  • Integrated Messenger to chat with friends
  • Option to access the Facebook business page

How Much Does An App Like FB Cost?

When one wants to develop an app like Facebook, the first thing that comes to his mind is how much it costs to create a Facebook-like app. The development cost of Facebook clone app is estimated on the following key factors:

  • App Platform (Android, iOS (iPhone), or Windows)
  • App Design
  • App Size
  • App Developers

Let’s describe the overall mobile app development cost by setting an hourly rate of $40 as the cost (based on the average Ukrainian and Indian market cost). With these known values, the total cost to develop an app (on one platform) similar in functionality to Facebook would be around $155,000.

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