Category: Artificial Intelligence

AI Article Spinner

AI Article Spinner Can Fix Grammar & Sentence Structure With The Help Of NLP Paraphrasing Technology-

 

Creating unique and fresh content consistently is essential for an effective content marketing strategy. If you are not publishing new content on your online platform at a faster pace than your competition, your site will soon become irrelevant and search engines won’t rank it on their SERPs.

This is where an AI Article Spinner gives you an edge.

AI Article Spinners offer an excellent advantage to digital marketers in the content marketing space. With the Article Spinners, you can recreate a huge amount of content in a much shorter timeline.

 

What Is An AI Article Spinner?

 

AI and NLP technologies have taken the effectiveness of Article Spinners to a whole new level. Artificial Intelligence-based Article Spinners with Natural Language Processing (NLP) implemented on them help fix grammar and sentence structure along with paraphrasing the content.

AI Article Spinner is the best AI-based article spinner with NLP technology. This tool uses NLP and MLM algorithms to rewrite content in a rich and engaging way while maintaining its tone and central idea.

The result of rewriting from AI Article Spinner feels more natural and accurate than the output from Spinners that don’t incorporate AI during their processing.

 

Use Of NLP in AI Article Spinners-

 

In the past, machines were quite notorious for not understanding human language and emotions. Since computers operate on numbers, their natural language understanding capabilities were quite bad.

But with the latest advancements in AI, a new concept has emerged. NLP or Natural Language Processing is a revolutionary technology that helps machines hear, speak, understand, and interpret natural language in a written or verbal format.

NLP is becoming better day by day and it already has a lot of applications in many different domains.

The most notable application of NLP is for Article Spinners. This AI-based technology allows an Article Spinner to understand and text and rephrase it in a natural and human-friendly way.

 

Why Use An AI Article Spinner?

 

Let us go over some of the most useful benefits of AI Article Spinners with NLP.

 

01: Rephrasing With NLP-

 

NLP is an innovative technology that helps AI Article Spinners do rephrasing in a more natural and human-oriented way.

The rephrased content using these tools will look natural and will be completely understandable by humans.

Older Article Spinners didn’t have the AI features, so their output of rephrasing was quite bad. But with AI Article Spinners, you won’t have to worry about a robotic tone for your content.

These content spinners make it easier for content marketers to generate fresh content fast on a regular basis. AI Article Spinners fix grammar and sentence structure from a piece of content using NLP paraphrasing technology.

 

02: AI-Based Paraphrasing-

 

AI and NLP are correlated in the sense that NLP is the subset of AI. Artificial Intelligence has enabled developers to create software that is good at understanding human language and processing it.

The article spinner tools with AI offer an optimized way of creating content in bulk from existing ones. These spinners give you multiple variations for an existing piece of writing that you can use as it is or analyze to get inspiration for your future work.

AI & NLP-based paraphrasing allows the user to create unique and plagiarism-free content in an effective way.

 

03: Natural Tone-

 

The content tone matters the most when rephrasing it using a tool. The old article spinner technologies used to completely mess up the natural tone of the content by using a bad structure and weird choice of words.

The latest AI article spinners understand the content of content first and then rewrite it while keeping the central idea intact.

 

04. Proper Grammar & Sentence Structure-

 

One of the reasons why digital marketers shy away from the use of Article Spinners is because they supposedly create a bad sentence structure and mess up with the grammar quality.

The latest AI Paraphraser launched by AI Article Spinner use NLP paraphrasing to create a better content experience for the user with enhancing readability.

The output of AI-based article spinners is something that feels as good as human-written and the content doesn’t sound bland and dull. This is the power of AI-based article spinners and the reason why they are so popular.

 

05. Fast & Efficient Performance-

 

The biggest benefit of an AI Article Spinner is the fast and accurate performance.

A good article spinner should not be just fast, it should be able to do a good job in a short amount of time. Digital & Content Marketers love the AI article spinners because these tools help them create a lot of content in record time.

The content creation speed of article spinners makes them a desirable choice for everyone. Whether you are a student or an academic professional, or even a freelance writer, Article Spinners can help you create a lot of content in a swift and smooth manner.

 

06. Helps Save Time-

 

When you are on a deadline and you have to deliver an assignment or a piece of content fast, you can take help from Article Spinners to get inspiration for your work.

The use of Article Spinners for Academic and Digital Marketing purposes is only recommended when you are on a time crunch and you don’t have the choice to create content manually.

The AI Article Spinners help you save time in this scenario that you can utilize on the rest of your everyday tasks. AI Article Spinners help you meet deadlines and create content for your content marketing strategy.

 

Wrapping Up-

 

AI and NLP technologies are the future. These technologies are going to make it much simpler for humans and machines to interact with one another in a more natural way.

We are already seeing the example of this scenario with AI Article Spinners. We are quite excited about the future of AI Article Spinners and about how good they are going to get in the future.

 

Online AI-Based Paraphrasing Tools

How AI-Based Paraphrasing Tools Are Breaking Barriers In Writing Industry?

 

Paraphrasing technologies have come a long way over the past few years. The rephrasing performance of older paraphrasing tools was not so good in terms of content tone and readability.

But things have changed a lot now. With artificial technologies dominating the tech industry, the paraphrasing tools have also become much better.

AI-Based paraphrasing tools do a much better job of rewording sentences, paragraphs, essays, and articles. The rewritten content using these tools looks and feels completely natural to the reader.

 

Online Paraphrasing Tools With AI Technologies-

 

The latest AI-based paraphrasing tools are now much smarter at creating human-friendly content. These tools analyze the text and then rewrite it in a natural way while maintaining the central idea of the content.

These tools are made using the latest AI algorithms and are based on Machine Learning models. These paraphrasing software learn from the content and then base their output on what they’ve learned while processing the input text.

This is what makes AI paraphrasing tools so much better than the traditional word changer and rephrasing tools.

Here are some of the ways AI-based paraphrasing tools are completely changing the landscape of the writing industry.

 

01: Creating Quality Content Fast-

 

Manual writing is a time-consuming task especially when you have to write on a topic that has already been covered a lot on the internet. Coming up with unique words to express the same ideas, again and again, can get quite troublesome.

This is where AI-based paraphrasing tools come in. These tools enable you to get unlimited variations for the same piece of content. All the variations feel perfectly natural and engaging. These tools have made it possible for content marketers to generate quality content from existing ones in a fast and efficient way.

Although, there is no better alternative for manual writing, AI paraphrasing tools are your second-best choice if you want to create a lot of content fast.

If you want to create quality content from existing ones in a fast and efficient way, you should use the AI-based Paraphrasing Tool by Prepostseo. This tool runs on powerful AI algorithms that enable you to create high-quality content from input text in a short amount of time.

 

02: Completely Natural Content Tone-

 

The problem with paraphrasing and rewriting tools in the past was their unnatural tone. These tools were not good at creating a natural and human-friendly tone for the content. This is because these tools simply just changed the words in content with their synonyms, without keeping track of the readability.

AI-based paraphrasing tools use a better rewriting approach. These tools don’t just rewrite the content, they make sure to keep the content as natural as possible.

This is the reason why paraphrasing tools such as Prepostseo with AI technologies have become such a big hit. The output content that you get with these tools is readable and features a tone that comes off as perfectly natural.

 

03: Rich Vocabulary-

 

The key to using a rich vocabulary is to find just the right words to convey an idea that helps you do it in the most meaningful and understandable way.

Old paraphrasing tools technologies didn’t take this into account. These tools are used to change existing words with rare and difficult to pronounce words that don’t feel right.

AI-based paraphrasing tools keep the vocabulary rich, elegant, and yet easy to understand. These tools are all about creating quality content that works well for humans as well as for machines.

 

04: Automatic Content Generation Made Simple-

 

There is a lot of automatic content generation software out there. AI-based tools take the lead because of their easy-to-use interface and excellent content creation performance.

An AI-based tool will give you a content rewriting output that would feel close to how a human might write. These tools help their users generate a lot of content with ease.

Content creation in bulk is a huge undertaking. It can take a lot of time if you decide to do it manually. If you have some content and you to rewrite it, using an AI-based paraphrasing tool will be a great choice. Using these tools, you can create rich and engaging content in a short amount of time.

The paraphrasing performance is different for different tools. If you want to rewrite content that is 100% unique, give a chance to Paraphraser.io. This tool is quite great at automatic content generation using AI algorithms.

 

05: 100% Unique Content With No Plagiarism-

 

The biggest reason why AI-based paraphrasing tools are so popular is that they help to remove plagiarism from a piece of content.

Although the older paraphrasing technologies also remove the plagiarism from the content by rewriting it, the rewritten content just doesn’t look good.

With AI tools, the paraphrased content that you get from them is 100% unique and free from plagiarism. These tools make it easier and simpler for a user to remove plagiarism from a piece of content while maintaining its quality.

 

06: Excellent Readability-

 

Readability is one of the most important factors that make up good content. It doesn’t matter how great your content is, it won’t work well if it is not easily readable.

The AI-based paraphrasing tools help you create high-quality content that feels completely readable. Some of these tools also give you the readability report for the content that you can check out to see whether your content is readable or not.

Older paraphrasing technologies didn’t consider the readability of the content when rewording it. This is one of the areas where the latest paraphrasing tools with AI technologies stand out.

 

Wrapping Up-

 

AI-based paraphrasing tools are a ground-breaking technology that is completely going to change the way digital marketers used to come up with unique and engaging content.

These technologies are going to automate the entire content creation process and will prove to be extremely time-efficient in the future. AI technology has certainly taken the performance of paraphrasing tools to a whole new level.

 

A* Algorithm | A* Algorithm Example in AI

A* Algorithm-

 

  • A* Algorithm is one of the best and popular techniques used for path finding and graph traversals.
  • A lot of games and web-based maps use this algorithm for finding the shortest path efficiently.
  • It is essentially a best first search algorithm.

 

Working-

 

A* Algorithm works as-

  • It maintains a tree of paths originating at the start node.
  • It extends those paths one edge at a time.
  • It continues until its termination criterion is satisfied.

 

A* Algorithm extends the path that minimizes the following function-

f(n) = g(n) + h(n)

 

Here,

  • ‘n’ is the last node on the path
  • g(n) is the cost of the path from start node to node ‘n’
  • h(n) is a heuristic function that estimates cost of the cheapest path from node ‘n’ to the goal node

 

Algorithm-

 

  • The implementation of A* Algorithm involves maintaining two lists- OPEN and CLOSED.
  • OPEN contains those nodes that have been evaluated by the heuristic function but have not been expanded into successors yet.
  • CLOSED contains those nodes that have already been visited.

 

The algorithm is as follows-

 

Step-01:

 

  • Define a list OPEN.
  • Initially, OPEN consists solely of a single node, the start node S.

 

Step-02:

 

If the list is empty, return failure and exit.

 

Step-03:

 

  • Remove node n with the smallest value of f(n) from OPEN and move it to list CLOSED.
  • If node n is a goal state, return success and exit.

 

Step-04:

 

Expand node n.

 

Step-05:

 

  • If any successor to n is the goal node, return success and the solution by tracing the path from goal node to S.
  • Otherwise, go to Step-06.

 

Step-06:

 

For each successor node,

  • Apply the evaluation function f to the node.
  • If the node has not been in either list, add it to OPEN.

 

Step-07:

 

Go back to Step-02.

 

PRACTICE PROBLEMS BASED ON A* ALGORITHM-

 

Problem-01:

 

Given an initial state of a 8-puzzle problem and final state to be reached-

 

 

Find the most cost-effective path to reach the final state from initial state using A* Algorithm.

Consider g(n) = Depth of node and h(n) = Number of misplaced tiles.

 

Solution-

 

  • A* Algorithm maintains a tree of paths originating at the initial state.
  • It extends those paths one edge at a time.
  • It continues until final state is reached.

 

 

Problem-02:

 

Consider the following graph-

 

 

The numbers written on edges represent the distance between the nodes.

The numbers written on nodes represent the heuristic value.

Find the most cost-effective path to reach from start state A to final state J using A* Algorithm.

 

Solution-

 

Step-01:

 

  • We start with node A.
  • Node B and Node F can be reached from node A.

 

A* Algorithm calculates f(B) and f(F).

  • f(B) = 6 + 8 = 14
  • f(F) = 3 + 6 = 9

 

Since f(F) < f(B), so it decides to go to node F.

 

Path- A → F

 

Step-02:

 

Node G and Node H can be reached from node F.

 

A* Algorithm calculates f(G) and f(H).

  • f(G) = (3+1) + 5 = 9
  • f(H) = (3+7) + 3 = 13

 

Since f(G) < f(H), so it decides to go to node G.

 

Path- A → F → G

 

Step-03:

 

Node I can be reached from node G.

 

A* Algorithm calculates f(I).

f(I) = (3+1+3) + 1 = 8

It decides to go to node I.

 

Path- A → F → G → I

 

Step-04:

 

Node E, Node H and Node J can be reached from node I.

 

A* Algorithm calculates f(E), f(H) and f(J).

  • f(E) = (3+1+3+5) + 3 = 15
  • f(H) = (3+1+3+2) + 3 = 12
  • f(J) = (3+1+3+3) + 0 = 10

 

Since f(J) is least, so it decides to go to node J.

 

Path- A → F → G → I → J

This is the required shortest path from node A to node J.

 

 

Important Note-

 

It is important to note that-

  • A* Algorithm is one of the best path finding algorithms.
  • But it does not produce the shortest path always.
  • This is because it heavily depends on heuristics.

 

To gain better understanding about A* Search Algorithm,

Watch this Video Lecture

 

Get more notes and other study material of Artificial Intelligence.

Watch video lectures by visiting our YouTube channel LearnVidFun.

Genetic Algorithm in AI | Operators | Working

Genetic Algorithm-

 

In Artificial Intelligence,

  • Genetic Algorithm is one of the heuristic algorithms.
  • They are used to solve optimization problems.
  • They are inspired by Darwin’s Theory of Evolution.
  • They are an intelligent exploitation of a random search.
  • Although randomized, Genetic Algorithms are by no means random.

 

Algorithm-

 

Genetic Algorithm works in the following steps-

 

Step-01:

 

  • Randomly generate a set of possible solutions to a problem.
  • Represent each solution as a fixed length character string.

 

Step-02:

 

Using a fitness function, test each possible solution against the problem to evaluate them.

 

Step-03:

 

  • Keep the best solutions.
  • Use best solutions to generate new possible solutions.

 

Step-04:

 

Repeat the previous two steps until-

  • Either an acceptable solution is found
  • Or until the algorithm has completed its iterations through a given number of cycles / generations.

 

Basic Operators-

 

The basic operators of Genetic Algorithm are-

 

1. Selection (Reproduction)-

 

  • It is the first operator applied on the population.
  • It selects the chromosomes from the population of parents to cross over and produce offspring.
  • It is based on evolution theory of “Survival of the fittest” given by Darwin.

 

There are many techniques for reproduction or selection operator such as-

  • Tournament selection
  • Ranked position selection
  • Steady state selection etc.

 

2. Cross Over-

 

  • Population gets enriched with better individuals after reproduction phase.
  • Then crossover operator is applied to the mating pool to create better strings.
  • Crossover operator makes clones of good strings but does not create new ones.
  • By recombining good individuals, the process is likely to create even better individuals.

 

3. Mutation-

 

  • Mutation is a background operator.
  • Mutation of a bit includes flipping it by changing 0 to 1 and vice-versa.
  • After crossover, the mutation operator subjects the strings to mutation.
  • It facilitates a sudden change in a gene within a chromosome.
  • Thus, it allows the algorithm to see for the solution far away from the current ones.
  • It guarantees that the search algorithm is not trapped on a local optimum.
  • Its purpose is to prevent premature convergence and maintain diversity within the population.

 

Flow Chart-

 

The following flowchart represents how a genetic algorithm works-

 

 

Advantages-

 

Genetic Algorithms offer the following advantages-

 

Point-01:

 

  • Genetic Algorithms are better than conventional AI.
  • This is because they are more robust.

 

Point-02:

 

  • They do not break easily unlike older AI systems.
  • They do not break easily even in the presence of reasonable noise or if the inputs get change slightly.

 

Point-03:

 

While performing search in multi modal state-space or large state-space,

  • Genetic algorithms has significant benefits over other typical search optimization techniques.

 

To gain better understanding about Genetic Algorithm & its Working,

Watch this Video Lecture

 

Get more notes and other study material of Artificial Intelligence.

Watch video lectures by visiting our YouTube channel LearnVidFun.