ROCK PAPER SCISSOR(CNN)

image classification of rock paper scissor hands

In this post we are going to setup a simple CNN to be able to classify images of hands playing rock, paper, scissor game. This data-set will be loaded from tensorflow_datasets module

Use pip install tensorflow-datasets if you don’t have this module installed already.

UNDERSTANDING THE DATA-SET

The data-set contains images of people playing the rock, paper scissor games as shown in the picture below.It consist of 2,892 images having only train and test splits. Each image has a shape of [300, 300, 3] with 3 output classes(i.e rock, scissor, paper

LOADING THImage for postE DATA-SET

To load the data-set the first thing we will need to do is import the necessary libraries. We will then use the tfds.load() to load (downloads and then load on the first time)our data-set while setting with _info and as_supervised to True.

#import the necessary libraries
	from tensorflow import keras
	import tensorflow as tf
	import os,datetime
	import tensorflow_datasets as tfds

	#Loading the datase
	df, info = tfds.load('rock_paper_scissors', with_info = True, as_supervised = True)
view raw
ROCK,PAPER,SCISSOR hosted with ❤ by GitHub

Let’s try to go over some parts of the code that might not be clear

  • While using the tfds.load() on line 8, setting with_info = True returns information about our data-set which is then stored in the variable we declared (i.e info).
  • as_supervised = True loads our data-set as a(image, label) tuple structure.

PREPROCESS THE DATA

Remember we have just train and test split we need to get our validation split. We will use 10% of the train data as our validation split.

#10 % of the train data as validation data
	num_validation = 0.1 * info.splits['train'].num_examples

	#Turning it to an integer as a float may cause problem along the way
	num_validation = tf.cast(num_validation, tf.int64)
view raw
ROCK,PAPER,SCISSOR hosted with ❤ by GitHub

Before feeding our data into the CNN it will have to go through some form of preprocessing.

Each pixels of the image in our data-set ranges from 0 to 255 which we will scale to between 0 and 1 with the help of a small function

#deep-learning #ai #machine-learning #deep learning

What is GEEK

Buddha Community

ROCK PAPER SCISSOR(CNN)
Were  Joyce

Were Joyce

1624253158

Implementing a Rock-Paper-Scissors Game Using Event Sourcing

In this tutorial, we will look at how we can design the game flow for a rock-paper-scissors game using Serialized APIs for Event Sourcing and CQRS.

Our favorite runtime environment for applications is usually Dropwizard but since many out there prefer Spring Boot I decided to use it instead for this article. Serialized Java client works with any runtime environment or platform you use on the JVM.

Configure the Serialized project

To develop our game we will use Serialized aggregates and projections. The aggregates will store the events for each game and the projections will provide a view of each game as well as a high score list of the top winners (in the case of multiple games being run).

If you have not yet signed up to Serialized you will need to sign up for a free developer account. Once you’ve signed up and created your first project you will have an empty view of Aggregates, like this:

Empty View of Aggregates

We now need to find out API keys that are available under Settings.

Finding API Keys

Copy the access key and secret access key to a safe location. We will need these to access Serialized APIs from our backend application.

Great job! We now have an empty Serialized project. We’re now ready to start developing our game!

#java #spring boot #event sourcing #cqrs #implementing a rock-paper-scissors game using event sourcing #rock-paper-scissors game

james right

james right

1606540809

ICO White Paper Writing Services, Crypto White Paper Development

An initial coin offering (ICO) is a vehicle that can materialize the vision of any business. It reaches every prospective investor out there. However, this instrument has to be made that effective and it is possible only through a white paper. With this document, your business gets the power to get established with flying colors. If you have reliable white paper writing services, you can get things done very easily. It is very easy for you to come out with a perfect pitch and allure the target audience to make a move that gives you benefits.

ICO White Paper

How can I get a befitting white paper for my business project?

To do that, you need to work with writers who are familiar with the working of your domain. Also, they need to have great writing skills and content creation skills so your proposal could get all the attention it requires. When you introduce your idea with this document, everything gets very easy and there is absolutely no need to find add-ons. It works as a panacea for every single entrepreneur and gives them the ability to do something great. Once you have a perfect whitepaper, you don’t need extreme marketing moves as well.

That’s correct, a perfect whitepaper can give you all the eyeballs that you need, it helps you build strong traction among the investors. The criteria, however, is to stick with the basics of your industry and focus on giving value to the readers. When you do that, it is easier for you to delve deeper into many areas and to amaze everyone. The facts written in this doc have to be very precise and you have to sure about absolutely everything. As soon as you have a particular way to go, you don’t have to waste time on one topic.

You can switch from one niche to another and involve examples that could explain a whole concept very clearly. When you are ready with such a perfect whitepaper, you get to make things fluid for the traders. No matter how you want to execute your business, you get a more effective structure that helps in optimizing the entire mechanism. It is quite possible that you belong to a domain that is very flexible and ductile. Even with these conditions, you need to have precise about the changes you want to bring. This approach keeps you ahead in various ways and it gives you time to strategize too.

What is the right way to approach ICO whitepaper development?

When it comes to drafting a document that explains your startup in an impeccable manner, you have to be very choosy. Whether you want to come up with a certain plan or not, you get to bring the changes in your plan. As soon as you are clear about the project, you must start thinking about the content. It is very important that you remain one step ahead on the different fronts so there is absolutely no need for a backup structure and you can begin the process.

At the time of finalizing the prospect of your enterprise, it is very important that things get more descriptive with time. Also, you get to think of some additional measures that could expedite the creation of such tactics. Whether you understand the significance of this tool or not, you cannot simply underestimate it entirely. The focal point of your company gets clearer to every single entity and you get to work on things with better control. Also, you get to protect the entire thing with a foolproof system that covers all the risks with absolutely no repercussions.

Once you have made up your mood about this solution and ready to hire a writer, you must come up with a reliable team. That is important because you have to share many ideas and insights about your operations with them. You have to ensure a good scope of sharing ideas so anyone could add value to your project. It is vital that you keep every single member stuck to their goals, this way, you get a more appropriate response from your audience. Besides that, you get a more protective layer of information that keeps all the data secure sans any loopholes.

What should I keep in mind while choosing ICO whitepaper writers?

For choosing the most efficient writer for your project, you need to have a more planned approach. Also, you have to come up with something that could help in the ceaseless growth of your company. The pain points of your customers have to be understood, so you don’t mistake in any phase of making the whitepaper. Whether you like it nor not, you can always give a more reasonable answer to the questions asked on the forums. The open-source framework gives you better fixes and it also keeps you ahead in terms of your objectives.

Just by selecting the right people, it is possible for you to manage the expansive work at every stage. The creation of such aspects gives you insights about everything, it also helps you in giving a proper shape to the proximal attitudes. By optimizing every attribute, you get to make all the factors sublime and the readers get impressed by your efforts. It does not matter how you minimize the cost and increase the effect, you get prolific results. It makes you a better planner so you could pave the way to permanent success.

The selection of writers has to start with the thorough checking of profiles and every time you do it, you extend the chances of success. Regardless of the size and nature of your startup, you get to check a large number of solutions in a very minimum duration. Through this elaborate document, it is possible for you to induct pioneering solutions that protect your enterprise against any risk or volatility. The whole point of appointing writers is to ensure that you present your proposal in an unmatched matter. By doing it strategically, you make certain that there are no flaws.

Conclusion

With Coin Developer India, it is possible for any enterprise to come up with revolutionary ideas every time it is going to do something important. Our experts make certain that you can do something really exceptional to obtain the attention of the investors. When it comes to making an ICO successful, our entire team collaborates to give you the best results. Our writers come from all walks of life and they realize the power of content. We help your startup get nothing but the best so it could be on the frontline of its niche.

The solutions given by us are very direct in nature, they always strike the chord with people you want to affect. At the time of making this document, we give a proper treatment that makes your enterprise a strong contender on every front. No matter what you want to achieve, we make it possible through a broad spectrum of services. We make whitepaper so powerful that investors cannot overlook and your idea gets materialized in the best possible way. Our writers give your business what it truly deserves, we perpetuate your business’ position.
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Get matchless ICO whitepaper writing services and make your project an absolute success. The expert writers of Coin Developer India make this possible easily.

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IBT India

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Punjab Patwari Previous Year Question Paper PDF Download

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IBT India

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Punjab Patwari Previous Year Question Paper PDF Download

Check out IBT India for the Previous Patwari Question Paper PDF with answers for free and Patwari Guess paper 2021 PDF is also available here. Solving these past papers will be very helpful to revise the complete Patwari syllabus. Kick start your preparation for the upcoming Punjab Patwari Exam 2021 here. If you have any questions, please contact us directly at 9696960029 or headoffice@ibtindia.com

#patwari previous paper #patwari previous year paper punjab #patwari question paper #previous paper of patwari

ROCK PAPER SCISSOR(CNN)

image classification of rock paper scissor hands

In this post we are going to setup a simple CNN to be able to classify images of hands playing rock, paper, scissor game. This data-set will be loaded from tensorflow_datasets module

Use pip install tensorflow-datasets if you don’t have this module installed already.

UNDERSTANDING THE DATA-SET

The data-set contains images of people playing the rock, paper scissor games as shown in the picture below.It consist of 2,892 images having only train and test splits. Each image has a shape of [300, 300, 3] with 3 output classes(i.e rock, scissor, paper

LOADING THImage for postE DATA-SET

To load the data-set the first thing we will need to do is import the necessary libraries. We will then use the tfds.load() to load (downloads and then load on the first time)our data-set while setting with _info and as_supervised to True.

#import the necessary libraries
	from tensorflow import keras
	import tensorflow as tf
	import os,datetime
	import tensorflow_datasets as tfds

	#Loading the datase
	df, info = tfds.load('rock_paper_scissors', with_info = True, as_supervised = True)
view raw
ROCK,PAPER,SCISSOR hosted with ❤ by GitHub

Let’s try to go over some parts of the code that might not be clear

  • While using the tfds.load() on line 8, setting with_info = True returns information about our data-set which is then stored in the variable we declared (i.e info).
  • as_supervised = True loads our data-set as a(image, label) tuple structure.

PREPROCESS THE DATA

Remember we have just train and test split we need to get our validation split. We will use 10% of the train data as our validation split.

#10 % of the train data as validation data
	num_validation = 0.1 * info.splits['train'].num_examples

	#Turning it to an integer as a float may cause problem along the way
	num_validation = tf.cast(num_validation, tf.int64)
view raw
ROCK,PAPER,SCISSOR hosted with ❤ by GitHub

Before feeding our data into the CNN it will have to go through some form of preprocessing.

Each pixels of the image in our data-set ranges from 0 to 255 which we will scale to between 0 and 1 with the help of a small function

#deep-learning #ai #machine-learning #deep learning