54 Best ChatGPT Prompts for Bloggers, Marketers, and Social Media

Are you looking for ChatGPT prompts ideas to improve blog and marketing strategy?

ChatGPT prompts are the instructions that you type in ChatGPT AI to speed up your workflow. You can use ChatGPT to draft social media posts, come up with blog post ideas, and so much more. The key to getting best results with AI is to make your ChatGPT prompts better and more specific.

In this article, we’ll share the best ChatGPT prompt ideas for bloggers, marketers, and social media, so you can improve your marketing results.

Ultimate list of ChatGPT prompt ideas

This article will cover a lot of topics, so you can click on any of the links below to jump to a particular section that best suits your needs.

What is a ChatGPT Prompt?

A ChatGPT prompt is the starting point of a conversation in the form of a question or instruction given to an AI language model like ChatGPT.

ChatGPT is an AI-based software that uses machine-learning technology called Natural Language Processing.

To see it in action, you need to sign up for ChatGPT by visiting the OpenAI website.

Signup for ChatGPT

After that, you’ll see a simple chatroom. At the bottom, you can input your prompt in plain language.

For instance, ‘How old is the Universe?’ and hit the send button.

Entering your text prompt in ChatGPT

ChatGPT AI will then respond to your question in plain language.

The answer length and style may vary based on the prompt you entered.

ChatGPT conversation view

Writing better prompts allows AI to narrow down its approach and provide you with more specific details.

If you want to start a blog, then ChatGPT can help you find article ideas, the article outline, rough drafts, SEO optimization, proofreading, research, and more.

Many bloggers and marketers are exploring opportunities to generate content ideas using AI.

By learning some quick prompt ideas, you can speed up the process and unlock maximum benefits from ChatGPT AI to improve your workflow.

Note: ChatGPT and other AI apps are usually not able to create content that can be simply copied and pasted without any human edits. When you use an AI tool, be sure to go through the results thoroughly to be sure that all information is correct and that the messages are appropriate for your audience.

How to Write Better ChatGPT Prompts?

ChatGPT uses natural language processing which means you can write your prompts in a plain conversational style.

For instance, instead of typing a smaller sentence, you can instruct GPT on how to respond, which style to use, length limitations, ask for examples, and more.

Instead of asking ‘What is Marketing?’ a better prompt would be:

‘Write an essay on marketing for beginners, in a 1 3 1 format, emphasize the role of social media and search engine marketing, and persuade users to have a positive image of search engine marketing.’

Longer prompt example

While writing your prompts in natural language might seem really simple, many beginners may still be unsure about where to start. It can take a lot of practice to find a style of prompt that works best for your projects.

That being said, let’s take a look at some easy and quick ChatGPT prompt ideas bloggers and marketers and marketers can use to succeed.

Using AIPRM Extension to Generate ChatGPT Prompts

The easiest way to generate ChatGPT prompts is by using AIPRM for ChatGPT.

It is a Google Chrome browser extension with a curated list of ChatGPT prompts for SEO, blogging, content creation, and marketing.

Go to the AIPRM for ChatGPT extension page on the Chrome web store and then click the Add to Chrome button.

AIPRM for ChatGPT

Once the extension is added to your browser, it will automatically take you to the ChatGPT website.

If it doesn’t, you can click on the extensions button in your browser menu and click on the AIPRM for ChatGPT to launch it in a new tab.

AIPRM ChatGPT prompts

You’ll need to sign in to your OpenAI account. After that, you will see a curated list of ChatGPT prompts.

At the time of writing this article, AIPRM had 1600+ ChatGPT prompts.

You can browse the prompts by Topic and Activity, sort them, or search for specific prompts from the top toolbar.

Browse ChatGPT prompts

To use a prompt, simply click on it and it will appear in the prompt toolbar below.

If the prompt you are using requires user input, then you can provide it in the chatbox.

For instance, here it wants us to enter a keyword that we would like to target to make a content calendar.

User input requried for the prompt

You can also choose language, style, and tone for your response.

Hit the enter button after entering your input and ChatGPT will respond to the prompt.

You can regenerate a response or ask ChatGPT to modify or extend it by adding your instructions into chat.

You won’t be able to see the prompt that AIRPM uses at first. However, refreshing the page or switching back and forth between chats will reveal the actual prompt at the beginning of the chat.

Switch chats

AIPRM makes it extremely easy to find detailed, tested, and well-written prompts that you can use on your WordPress website.

Best ChatGPT Prompt Ideas for Bloggers and Marketers

With so many prompt ideas available with AIPRM extension, it could still be a bit overwhelming for users to find or use a prompt.

Here is our top pick of the most useful ChatGPT prompt ideas for blogs, SEO, and marketing.

Blogging ChatGPT Prompts

1. Generate a month-long content calendar targeting specific keywords.

“Make me a month-long calendar for the following keywords [Enter Keywords here]. Add [number of articles] articles each week, and use persuasive SEO-friendly titles for each article.”

2. Generate Blog Post Ideas

“Create a list of at least 10 blog post ideas on the following topics: [Enter topics separated by commas]. Suggest SEO-Friendly title for each post, and use an emotional and persuasive tone in post titles.”

3. Generate SEO title and meta description for a blog post

“Suggest at least 5 SEO-friendly titles and meta descriptions for the following blog post [Enter your blog post text here]. Use a persuasive and intriguing tone.”

4. Suggest tags for a blog post

“Suggest at least 5 tags for the following blog post [Enter your blog post text here].”

5. Generate related long-tail keywords for a blog post

“I want you to generate a list of long-tail keywords that are related to the following blog post [Enter blog post text here].”

6. Create an article outline

“Write an article outline for the following topic [Enter topic or blog post title here].”

7. Write an article on a specific topic

“Write an article on the following topic [Enter topic here]. The article should be at least [number of words] words in length. Use a persuasive tone and pretend to be an expert on the topic.”

8. Outrank a competitor for a specific keyword

“Write an article based on the topics covered in the following article [Enter competitor URL here]. Make the article more comprehensive than the URL provided by adding details that the source URL has missed or didn’t cover. Answer the most commonly asked questions about the topic at the end of the article.”

9. Write a motivational blog post

“I want you to write a motivational blog post about overcoming [fear/failure/challenge goes here].”

10. Generate call-to-action ideas

“I want you to come up with 5 effective call-to-action button ideas based on the contents of the following URL [Your website or landing page URL goes here].”

11. Generate a pros and cons outline for a topic

“Write down an essay on the pros and cons of [Your topic goes here].”

12. Write questions for an interview blog post

“Write interview questions for a blog post with [Guest Name] who is an expert in [Guest profession or area of expertise].”

13. Proofread a text and optimize it for the focus keyword

“I want you to act as SEO editor and copywriter. I need you to proofread and analyze the following text and optimize it for the focus keyword. I also need you to correct any grammar mistakes you find in the article. Ask me to provide you with the article text and focus keyword.”

14. Reuse a blog post for social media content

“I want you to act as a topic authority and social media influencer. I will provide you with the text or URL of an article. You need to summarize it and create content for social media platforms. Ask me to provide you with the text or URL of the article.”

15. Generate a list of tools to mention in a blog post

“Create a list of the most popular tools used by the [Field of Interest] professionals with the pros and cons of each tool.”

16. Write a conclusion for a blog post

“I want you to pretend to be a topic expert, and write a persuasive conclusion for the following blog post. [Your blog post text goes here].”

17. Come up with best practices for using something

“Pretend to be a topic expert and write down an essay on the best practices to follow when using [mention the tool or topic here].”

18. Write a comparison blog post

“I want you to pretend to be a topic expert and compare [Item 1] vs [Item 2] with pros and cons. I need you to show that [item 1] is better than [item 2] and persuade the reader to have a positive feeling about [item 1].”

19. Build reader personas to learn more about a target audience

“Build a reader persona for a blog post titled “[Your blog post title goes here].”

20. Polish your content to look more creative

“Analyze and improve the following content to make it more creative. Use an [Select tone style] tone and write in a casual and conversational style. “[Your content goes here]”

Social Media ChatGPT Prompts

21. Generate captions for Instagram posts, reels, and reels.

“Write an Instagram post description or caption using a few sentences for the post about “[Enter a description of what your Instagram post is about]”. Start the caption with an intriguing sentence and don’t make the first sentence a question. Use emojis in each sentence and add a paragraph after two sentences to make it more readable. Add the most popular hashtags related to the post.”

22. Write an Instagram post about a product / service

“Write an Instagram post promoting [product/services] using a few sentences. Start the post with a captivating sentence and end with a sentence including a call to action to check the link in bio. Use emojis and add the related hashtags at the bottom.”

23. Generate Instagram carousel ideas with slide descriptions

“Write me an Instagram carousel topic idea example. Also, write slide by slide with titles. Explain each slide with the exact content example I should use, not instructions. Also, give me images for every slide that explain all the titles for [Your Instagram Carousel Topic Here]. Do not include content instructions, instead, only write me an actionable text that I can just copy and paste.

After writing the carousel slides. Write me the Instagram post description/caption in just a few sentences. Format every new sentence with new lines so the text is more readable.

Include emojis and the best Instagram hashtags for that post.
The first caption sentence should be intriguing and captivating to the readers.”

24. Write Twitter Bio

“I want you to write an interesting Twitter bio for a [Your brand niche and industry / Profession ].”

25. Suggest Twitter Header Image Ideas

“Give me at least 5 ideas to create a Twitter header image for a [Profession/Industry niche].”

26. Generate Tweets for a specific profession, niche, or business

“I want you to act as a social media manager and come up with at least 20 Tweets for a [Profession/ Business niche or industry] include popular hashtags in each tweet.”

27. Generate a viral Twitter thread

“I am looking for a Twitter thread idea that will go viral and showcase [mention your service, product. or blog] to the ideal customer persona in a creative and engaging way. Include hashtags and emojis in each tweet.”

28. Generate a Twitter content strategy

“I need you to act as my social media manager promoting [Describe your business or brand and what it does]. Generate a Twitter content calendar for the next two weeks. Generate at least three tweets for each day targeting relevant customer persona. Include hashtags and emojis in each tweet.”

29. Generate YouTube Video Description

“Write a unique and intriguing description for a YouTube video titled [Enter your video title here]. Pretend you are an expert on the niche and give your personal best advice in 1st person. Explain why you thought sharing this video would be useful and what users will get out of watching this video.”

30. Generate an entire YouTube video script

“Create an attractive and captivating YouTube video script that is informative. I want you to create a persuasive headline, write a video description repeating keywords used in the headline, cite relevant keywords and tags, create the youtube video script and suggest ideas for a persuasive thumbnail to use for the video, from the following description: [Your video description].”

31. Create thumbnail Ideas for Your YouTube video

“Give me at least 3 ideas for creating an interesting and persuasive thumbnail for a YouTube video using the following description: [Enter your video description].”

32. Generate a YouTube content strategy with video ideas

“I want you to act as my social media manager promoting [mention your brand and what services or products it offers] and come up with a content calendar for our YouTube channel. Give me a monthly calendar of posts with at least one video each week. Suggest video ideas with detailed descriptions of what that particular video will be about. Include keywords and hashtags for each video.”

33. Generate a LinkedIn content calendar with post ideas

“I want you to act as my social media manager for my [Explain your business, brand, profession, and what you typically write about]. I need you to create a month-long content calendar with at least one post each day. Write the post for me including the relevant hashtags and use emojis. Write posts specifically for LinkedIn. My target audience is [companies/professionals interested in my brand product or services].”

34. Write a LinkedIn About section

“I want you to act as my social media manager for my [Explain your business, brand, or profession and what you usually post about]. Give me at least 5 examples of an interesting About section for my LinkedIn profile.”

35. Write a caption for Facebook Photo

“I want you to act as my social media manager and write at least 5 captions for a Facebook photo about [explain what the photo is about]. Use hashtags and emojis in the caption.”

36. Write a Facebook Ad Copy

“I want you to act as a professional copyrighter with experience in writing high-converting Facebook ads. I want you to write a Facebook ad copy for the following products/services [Describe your brand name, products and services you offer]. Produce ad copy that is between 100-150 words, with an attention-grabbing headline and a strong call to action that persuades users to take action. I want you to research the potential target audience and optimize the ad copy so that it appeals to that particular target audience.”

37. Plan a Facebook content strategy

“I want you to act as my social media manager promoting [explain your business brand and what you offer]. I need you to provide me with a two-week content calendar for Facebook posts that are highly engaging and generate emotional responses from the readers. Add one post for each day, using hashtags and emojis.”

E-Commerce ChatGPT Prompts

38. Write an eCommerce product description

“I want you to pretend that you are an eCommerce SEO expert who writes compelling product descriptions. I will provide you with one product title and I want you to come up with three distinct content sections for product description, each section should have its own headline.”

39. Write an eCommerce product short description

“I want you to pretend that you are an eCommerce SEO expert who writes compelling product descriptions. I will provide you with one product title and I want you to come up with a short product description of between 250-300 characters.”

40. Generate product ideas for your eCommerce store

“I want you to pretend as a product specialist for an eCommerce store with a specialty in finding and sourcing products to sell online. My store sells [define your store industry and product types] and I need you to come up with a list of [number of product ideas] product ideas that I can sell on my online store.”

41. Write an SEO Optimized landing page copy for a product

“I want you to pretend as a copywriter specializing in writing landing page copy for better SEO rankings and higher conversions. I need you to write the landing page copy for [Your product name]. I want you to start with an intriguing headline to captivate the target audience followed by a call to action button. Below that I want you to add three content sections with different headings each targeting a specific keyword for the product. I need you to end the landing page copy with a FAQ section answering at least 5 customer questions about the product.”

42. Create and sort products into product categories

“I need you to sort the products into product categories. Ask me to provide you with a list of products. Use hierarchal categories and create child categories as needed. Products can be placed into multiple categories. Show which products are placed under a category. Write a catchy short description for each category. Use this product list [enter your product list].

43. Create an ad strategy for an eCommerce product

“I want you to act as an advertiser. You will create a campaign to promote a product or service. You will choose a target audience, develop key messages and slogans, select the media channels for promotion, and decide on any additional activities needed to reach your goals. The product you will be promoting is: [Enter your product title and description here].”

ChatGPT Prompts for Businesses

44. Polish an email text to be more effective and professional

“Fix this email to write it in a human voice in perfect English, as someone with a charismatic personality, that is extremely professional and concise with their language. Also, give at least three samples to use as the email subject. [Enter your email text here].”

45. Write a job posting ad for hiring

“I want you to act as a recruitment manager specializing in finding talented professionals for a job. I need you to write a job posting for [job title] we are offering the following benefits [mention benefits here] and we are looking for [job requirements such as experience and skills].”

46. Generate a business model canvas

“I need you to help me create a business model canvas for a [explain what your business is about] company. Organize your answers in a table that reproduces the original format used in consulting. I want you to write detailed answers that are focused on adding value and act as an expert consultant in digital marketing.”

47. Generate logo design ideas

“I want you to act as a graphic designer specializing in brand identity development. I want you to come up with detailed ideas for unique and interesting logos for a business. Come up with at least 3 ideas and mention what is unique about each idea and how it is different from the other two ideas. The business name is [Enter your company name] and it offers [mention products/services]. I need you to present your ideas in a format that can be given to a professional graphic designer as initial instructions.”

48. Instantly generate domain name ideas

“I need you to help me find domain name ideas for a business. My company name is [enter business name] and it offers [products/services/industry]. Only give .com domain name ideas. domain name should not be more than 8 characters long.”

49. Write an email to terminate an employee

“Write an email to an employee informing them that they are being fired for the following reason [mention the reason for firing]. Make the email text sound professional and polite. Use a sympathetic and kind tone and thank the employee for their work.”

50. Write a job offer email

“I want you to write a job offer email using the following parameters:
1. Candidate name
2. Job position
3. Company name
4. Salary offered
Ask me to input these parameters one by one before writing the email.”

Miscellaneous ChatGPT Prompts

51. Generate a cover letter for a job application

“I need you to write me a professional cover letter to send with a job application using the following parameters:
1. Job Title
2. Years of Experience
3. Skills to mention
Ask me to input each parameter one by one before writing the cover letter.”

52. Plan your day

“I need you to help me plan my day. Starting at 9 am and ending at 5 pm. Ask me to input the task I will be performing and then ask me for the start time and end time for that particular task. Repeat until the end time of a task is 5 pm. Create a table and add one row for each task with start time, end time, and task detail as columns.”

53. TL:DR Summarize a text or article

“I want you to act as a very proficient researcher. I want you to pretend that you can extract all relevant information from a text or a URL I give you. Your task is to extract all facts and summarize the text in all relevant aspects, presented in bullet points and a 1-liner summary, pick a good matching emoji for each bullet point, and then add it after the 1-liner summary. Ask me to input text or provide you a URL.”

54. Generate a list of popular websites on any topic

“I want you to act as a topic expert. I will provide you with a topic and you will provide me with a list of at least 10 most influential websites on that particular topic. Present the websites in a table with serial number, website name, website URL, 1-liner website summary as columns. Ask me to provide you with a topic.”

Bonus WordPress AI Plugins & Tools Using ChatGPT

AI usage is becoming increasingly popular among marketers and bloggers. As the most popular blogging platform, WordPress has tons of add-ons and plugins that you can use to speed things up.

1. All in One SEO for WordPress

As the best WordPress SEO plugin on the market, All in One SEO comes with built-in ChatGPT integration to generate SEO-friendly headlines and meta descriptions.

Add your SEO post title

2. Uncanny Automator

Uncanny Automator is the best WordPress automation plugin on the market. It allows your WordPress plugins to talk to each other.

It comes with OpenAI integration that allows you to connect your WordPress website to ChatGPT.

Uncanny Automator OpenAI integration

You can then use ChatGPT with WordPress or your plugins to automatically perform certain tasks.

For instance, when a user submits a contact form you can use ChatGPT to create a new post in WordPress.

3. GPT AI Power

Allows you to generate content inside your WordPress admin area. It allows you to choose the writing style, tone, call to action, and more.

You can then copy the content and paste it into the block editor to create a new post or page and further editing.

GPT AI Power plugin settings

For details, see our tutorial on how to write content using AI in WordPress.

4. Imaajinn AI

Finding royalty-free images for blog posts is always a challenge for bloggers. Similar to Dall-E, Imajinn AI uses text prompts to generate images using machine learning AI.

All the images generated by the plugin are copyright-free and you can use them in your blog posts.

Imajinn AI WordPress plugin

To learn more, see our tutorial on how to use AI to generate images in WordPress.

We hope this article helped you find some useful ChatGPT prompt ideas for your blog and marketing campaigns. You may also want to see our pick of some more useful AI-powered WordPress plugins or take a look at our guide on how to grow your business online.

If you liked this article, then please subscribe to our YouTube Channel for WordPress video tutorials. You can also find us on Twitter and Facebook.

The post 54 Best ChatGPT Prompts for Bloggers, Marketers, and Social Media first appeared on WPBeginner.

The Role of Artificial Intelligence in Modernizing Legacy Applications

In today's fast-paced digital world, businesses are continuously seeking ways to remain competitive and relevant in the market. One of the significant challenges they face is how to modernize their legacy applications to meet the needs of modern-day customers.

Modernization of legacy applications can involve significant investment in terms of time, resources, and money. But with the advancements in artificial intelligence (AI) technology, businesses can now modernize their legacy applications more efficiently and effectively than ever before. In this blog, we will discuss the role of AI in modernizing legacy applications and the benefits it can provide.

Detect and Resolve Biases in Artificial Intelligence

This presentation is of the on-demand session by AWS Hero Virginie Mathivet at AWS re:Invent 2022 Las Vegas. Posted with permission.

Many applications get a bad buzz on the internet because of biases and discriminations in the models, but how can we avoid them? This talk presents the problem of biases, but also how to detect and fight them with cloud-agnostic solutions. We will examine solutions for biases at both the dataset level with statistical indicators, and at the model level thanks to eXplainable AI (XAI) algorithms.

Artificial Intelligence in Drug Discovery

Much of the existing hype in biotech has concentrated around the promise of revolutionising drug discovery. After all, the last decade was a so-called golden age in the field. From 2012 to 2021, compared to the prior decade, an increase of 73% new medicines were approved — 25% more than the one before that. These medicines include immunotherapies for cancer, gene therapies, and, of course, Covid vaccines. On the face of it, the pharmaceutical industry is doing well. 

But there are increasingly worrying trends. Drug discovery is becoming prohibitively expensive and risky. As of today, it costs between $1bn-$3bn on average and 12–18 years to bring a new drug to market. Meanwhile, the average price of a new medicine has skyrocketed from $2k in 2007 to $180k in 2021. 

10 WordPress Plugins Using Artificial Intelligence and Machine Learning

Do you want to use artificial intelligence and machine learning technologies on your WordPress site?

Many WordPress plugins are using AI and machine learning to offer smarter features. There is a chance that you might already be using one of these plugins on your site.

In this article, we will share some of the best WordPress plugins that use artificial intelligence and machine learning.

WordPress Plugins Using Artificial Intelligence and Machine Learning

What are Artificial Intelligence and Machine Learning?

If you follow the news, then you must have heard the words artificial intelligence or machine learning being mentioned.

Artificial intelligence and machine learning are computer technologies that offer smarter solutions in computer devices, apps, GPS devices, smart TVs, home assistance devices, and more.

Artificial intelligence gives computer programs able to make choices without human intelligence.

Machine learning helps the software learn from experiences, data, and user activity to improve artificial intelligence and make better choices.

These technologies allow developers to automate tasks that would normally need human intelligence.

For example, voice recognition, search patterns, translations, image recognition, and more are currently being used by most modern mobile phones and smart devices.

What’s the difference between artificial intelligence and machine learning?

Artificial intelligence can make decisions based on programmed intelligence.

Machine learning further enhances artificial intelligence by self-learning through user activity and collecting information. This makes artificial intelligence smarter and allows it to make more accurate decisions.

What about machines taking over the world?

Many prominent scientists, engineers, and entrepreneurs have expressed concern over the possible threat to human society from artificial intelligence and self-learning machines.

However, it also has great potential to improve the lives of billions of people. That’s why even the most prominent AI skeptics encourage its careful usage for the greater good.

What Can Artificial Intelligence Do for WordPress Websites?

It can provide a smarter and much better user experience for your users.

For example, it can improve WordPress search, grammar and style checking, show related content, improve conversions, boost eCommerce sales, and more.

Your website becomes smarter, faster, and more personalized for your users. This saves you time which allows you to do other things to grow your business.

That being said, let’s take a look at the WordPress plugins that use AI and machine learning.

1. Akismet

Akismet

Akismet is one of the only two plugins that come pre-installed on every WordPress website. It uses artificial intelligence and machine learning to detect spam comments.

Used by millions of websites, Akismet has improved over the years to detect almost all spam submitted by bots. It can also detect spam comments manually submitted by actual human users by learning from their mistakes and recognizing patterns across millions of websites.

For more details, see our Akismet guide for beginners with instructions on how to set it up on your WordPress website.

2. WordLift

WordLift

The WordLift plugin integrates its web-based service to your WordPress website. It offers SEO tips to improve your content with the help of its knowledge graph.

It analyzes your content to offer facts, figures, and media to match and build contextual relationships among your articles which results in better content recommendations. It builds a knowledge graph for your own website, which becomes smarter as you add more content.

3. Grammarly

Grammarly

Grammarly is one of the most popular WordPress plugins. It is an artificial intelligence-powered grammar-checking tool that analyzes the readability of your content to help you write better.

It supports American, British, Canadian, and Australian English languages. It is also available as a Google Chrome addon as an alternative to the JetPack module.

4. Google Language Translator

Google Language Translator

Google Language Translator lets your users easily translate your website content without creating a multilingual WordPress site. It brings Google’s AI and machine learning translation engine to your WordPress website.

You can simply select languages you want to display on your website. After that, you can add the translator to your website using the sidebar widget or shortcode.

For detailed instructions, see our guide on how to add Google Translate to WordPress.

5. MyCurator Content Curation

MyCurator

MyCurator is a cloud-based content curation service. It allows you to add an artificial intelligence-powered content aggregator, which shows content relevant to your selected topics and improves results by learning from what you add or vote on.

You can create a curated content section on your website by fetching the best bits of content relevant to your audience. You can add any article you like to your website with an excerpt and a link back to the source.

6. WebsiteVoice

WebsiteVoice

WebsiteVoice is a free WordPress plugin that converts your text content into high-quality audio. This helps improve user engagement and save time for users to listen to your articles while they’re busy with other routine work.

You’ll need their website token to activate the text-to-speech option on your site. These tokens are free initially, but you have to upgrade to a premium plan to continue using their service.

7. Quttera Web Malware Scanner

Quttera

Quttera Web Malware Scanner allows you to scan your WordPress site for malware and malicious code. This is particularly useful if you suspect that your WordPress site is hacked or blacklisted by search engines.

The plugin uses artificial intelligence to learn from false positives and improves scan results based on usage. While it helps scan an infected website, it doesn’t protect your website from getting affected.

For better security, see our ultimate WordPress security guide to protect your website against hacks, DDOS attacks, and malicious code.

8. ChatBot

ChatBot

ChatBot provides AI-powered virtual chat agent for your website. It uses machine learning to improve the live chat experience and send accurate responses.

You need to sign up for a free account on the plugin’s website. After that, it will start learning as you use it. You can also train it on what to say and how to respond to user queries. This can be handy in keeping users engaged on your website and generating more leads.

9. Link Whisper

LinkWhisper

LinkWhisper is a free WordPress internal linking plugin powered by Artificial Intelligence. It learns from the content on your site and suggests powerful internal linking opportunities to improve your search rankings and grow your traffic.

The plugin looks into your website’s content, including pages and posts. Then it offers suggestions in the WordPress block editor to add internal links while you’re writing and editing an article.

10. ImageSEO

ImageSEO

ImageSEO is a free WordPress image optimization plugin. It uses artificial intelligence to optimize the alt text and title of your images to grow your organic traffic.

The plugin also generates social cards for Twitter, Facebook, and channels. After activating the plugin, you can upload images on the WordPress website, and ImageSEO will write the name, title, and tag for the images automatically. It seamlessly works on single and bulk image uploads.

We hope this article helped you learn about WordPress plugins using artificial intelligence and machine learning. You may also want to see our guide on how to improve your WordPress website speed and performance.

If you liked this article, then please subscribe to our YouTube Channel for WordPress video tutorials. You can also find us on Twitter and Facebook.

The post 10 WordPress Plugins Using Artificial Intelligence and Machine Learning first appeared on WPBeginner.

How to Write Content Using AI Content Generator in WordPress

Do you want to use AI (artificial intelligence) to write content in WordPress?

Artificial Intelligence tools like ChatGPT and GPT3 can produce well-researched content in natural language. Many users want to explore it to see if it can help with writing content.

In this article, we’ll talk about how to write content using artificial intelligence like ChatGPT and GPT3 in WordPress as well as the pros and cons of it.

How to Write Content Using AI in WordPress

What are ChatGPT and GPT3 AI?

ChatGPT is a computer program that uses artificial intelligence to have conversations in a chatbot-like interaction environment.

GPT3 (Generative Pre-trained Transformer 3) is a similar artificial intelligence based computer program that is designed to be more generic and broader than ChatGPT.

Both programs use a type of machine learning called Natural Language Processing that allows them to understand and respond to user input.

In simpler words, they learn by going through vast amounts of information publicly available, so they can answer your questions in a well-thought out manner.

You can visit the OpenAI website and try both tools for free. Following are a few examples of what it can do.

Example 1:

Asking questions to ChatGPT

You can provide more details in your prompt to adjust the response according to your given parameters.

For instance, here we asked it to write an essay about black holes at a 6th grade reading level, using simple words, and keeping the response between 600-800 words.

This is how it responded.

ChatGPT response example 1

Example 2:

ChatGPT can also write code, poetry, music, explain mathematical equations, and more.

ChatGPT example 2

Are ChatGPT and GPT3 AI Good Enough to Write Content?

ChatGPT and GPT3 are really good at providing detailed responses that are very well written. This leads many users to believe that it can be used to write content for their websites or be used as an autoblogging tool.

However, before you put it to the test on your actual website, the following are a few things that you need to be mindful of.

1. Accuracy of Information

The information provided by ChatGPT could be outdated or sometimes even false. It’s critical that you double-check all the information included in the article.

2. No Recent Events Are Considered

ChatGPT is trained on resources up to the year 2021, so it has limited knowledge of events after that. This may get fixed soon, but if the content you want to generate is time sensitive, then keep this in mind.

3. Doesn’t Give Strong Opinions

ChatGPT is trained to be impartial and unbiased. Unlike a human writer, it lacks the creativity required to argue for a particular opinion, be passionate, and have preferences.

Can ChatGPT AI be Good for SEO?

ChatGPT AI can generate content in a web-friendly format. However, it does not specifically follow any SEO best practices.

Researchers at Google have worked for years to detect content generated by artificial intelligence tools. In the past, they have penalized them for being low quality.

We feel that artificial intelligence tools like GPT3 can be used as writing assistants rather than full writers.

For instance, GPT AI can be used to create an article outline, gather information, and pick up some key research points.

After that, a human writer can work on it to make it more comprehensive, opinionated, factual, and SEO-friendly.

That being said, let’s take a look at how to use ChatGPT AI to create content in WordPress.

Using ChatGPT Artificial Intelligence to Write Content in WordPress

First, you need to install and activate the GPT3 AI Content Writer plugin. For more details, see our step-by-step guide on how to install a WordPress plugin.

Upon activation, you need to click on the GPT3 AI Content Generator menu from the admin sidebar to view plugin’s settings page.

GPT 3 AI Content Generator

From here, you need to provide an API key. You can get one by creating a free account on the OpenAI website.

After copying and pasting your API key, don’t forget to click on the Save button to store your plugin settings.

Other default options would work for most users but you can review and change them if needed.

For instance, you may want to change the image size generated by the AI or leave it blank if you would want to generate AI images by yourself or add other images.

Now you are ready to start generating AI content.

Simply create a new post or page, and you will find the GPT 3 Content Generator settings below the text editor.

AI content settings

First, you need to choose a language for your article.

Currently, the plugin supports English, Spanish, French, German, Italian, Portuguese, Russian, Japanese, Korean, Chinese, Dutch, Indonesian, Turkish, Polish, Ukrainian, Arabic, Romanian, Greek, Czech, Bulgarian, Swedish and Hungarian.

Below that, you can provide a title for your article. The Pro version of the plugin also allows you to add or exclude keywords.

After that, you can set the number of headings you want to include in your article and which heading tag to be used.

Fine tune content settings

Next, you can choose a writing style and tone for your article. For example, you can choose an informative writing style with a casual writing tone.

Below that, you can add an anchor text and set a link. However, we’ll recommend that you manually enter internal links when you are editing the article.

The plugin also allows you to add a call to action and choose position where you want to display it.

Finally, click on the Generate button to start generating content.

Generate content

The plugin will then begin generating content using artificial intelligence.

It may take a while depending on your settings and the topic of your article. Once finished, you will see the generated text in the box.

Save generated text as draft

From here, you can simply click on the Save Draft button. The plugin will then load the text inside the WordPress editor wrapped in the Classic block.

This will allow you to edit the text using the block editor. You can convert the text inside the Classic block into regular blocks and start editing.

Edit AI generated content

Tips on Editing AI Generated Content

GPT3 AI content generator will write a comprehensive article covering different aspects of the topic you choose as your article title.

However, it is far from perfect.

It can be easily identified by search engines as AI generated content, and you could get penalized and lose your search rankings.

We recommend only using GPT3 AI content for research and quick outlines. Once you have an outline, you can then thoroughly review, fact check, and edit it by yourself to expand the article further.

Following are a few things you can do to make the article unique and in your own voice:

1. Check All Information for Accuracy

Depending on your topic, GPT3 can make mistakes and may sometimes include information that is incorrect.

2. Create and Use Your Own Images

GPT3 AI Content Generator can generate images using artificial intelligence. However, for most topics these images they do not look very good. Here’s an example image that it generated for us.

Image with gibberish text

Create images for blog posts as you would normally do for any article that you write.

3. Add Internal and External Links as Needed

GPT3 AI doesn’t know which articles on your website are related to the topic and it cannot automatically generate internal links.

You need to manually add internal and external links to provide more context and make your article more user-friendly.

4. Use Table of Content, FAQs, and Lists

GPT3 is a text generator and does not concern itself with formatting to make the reading experience better.

You need to manually add any table of contents, lists, and FAQs needed make your content more user-friendly.

5. Personalize the article with your expertise & knowledge

As AI-content gain in popularity, it will become more critical for authors to add their own voice, expertise, and experiences. This differentiator will play an important role in determining authentic content vs not.

It’s important to personalize the article with your experience and make it more coherent, so it’s user-focused.

6. Optimize Content for SEO

By default, GPT3 generates easy to read text. However, this text is not exactly optimized for on-page SEO.

You need to optimize your content with All in One SEO for WordPress. It is the best WordPress SEO toolkit on the market.

It allows you to easily check your content for SEO, add SEO title and description, social media images, and schema markup.

For more details, see our tutorial on how to optimize a blog post for SEO.

Final Thoughts on AI Content in WordPress

This is just the beginning, and there will be many other tools that will come to the market in the coming months and years.

If you don’t want to use an AI content plugin for WordPress, then you can directly go to ChatGPT website and write the prompts there to experience the technology for yourself.

We hope this article helped you learn how to write content using AI in WordPress. You may also want to see our pick of the most useful WordPress plugins, or see our complete WordPress SEO handbook to grow traffic on your website.

If you liked this article, then please subscribe to our YouTube Channel for WordPress video tutorials. You can also find us on Twitter and Facebook.

The post How to Write Content Using AI Content Generator in WordPress first appeared on WPBeginner.

3 Trends in Artificial Intelligence and Machine Learning for 2023

In 2022 the news about artificial intelligence (AI) and automatic learning (Machine Learning or ML) have skyrocketed and are expected to accelerate in 2023.

Many claims that these technologies will be the most disruptive and transformative ever developed. Sundar Pichai, CEO of Google, claims that the impact of AI will be even more significant than fire or electricity on humanity; "It will fundamentally change the way we live our lives, and it will transform healthcare, education, and manufacturing," says Sundar. Well, it's hard to really imagine its impact, but one thing is for sure: In 2022, trends in AI and ML will continue to make headlines everywhere. The need for automation in the enterprise, coupled with advances in AI/ML hardware and software, is making the application of these technologies a reality.

Some Links on AI-Related Stuff

Every so often, I find that the links I save to read later fall into natural groups or patterns that reveal common threads of interest. The past couple of weeks have produced a lot of thoughts about ChatGPT, an AI-powered interface that responds to requests in a chat-like exchange. Sorta like a “Hey Siri” request, but in a Discord channel.

ChatGPT is just one of several AI-flavored tech, including GitHub’s CoPilot (writing code) and Dall-E (generative images and art).

Is it the end of human development? A new and exciting way to produce art? Just cocktail party conversation fodder? There are lots of opinions…

  • A Conversation With ChatGPT (Matthias Ott) — Matthias has a conversation with ChatGPT about typography that delves into deeply theoretical thoughts on design process. My favorite is in response to whether designers should learn to code: “Ultimately, whether or not designers should learn to code is a decision that each individual designer must make for themselves, based on their own goals and circumstances. Some designers may benefit from learning to code, while others may be better served by focusing on design principles and concepts.”
  • They were supposed to replace the creative jobs last (Dave Rupert)“As interesting a future this creates, I’m a member of an old caste of people that still believes massive gains don’t come without realized costs; or more explicitly, electricity isn’t the only cost. What if the cost we’re paying is our perception of reality itself? It’s increasingly likely that the next thing you read or watch is the product of a content extruder.”
  • I just used ChatGPT to help with a complicated equation. — A reddit user used ChatGPT to write a complex equation in Notion. There were a couple hiccups, but it worked in the end.
  • ChatGPT Creates a Working WordPress Plugin – On the First Try (WP Tavern) — Sarah Gooding reporting on a ChatGPT experiment where Johnathon Williams was able to spit out a fully-functional WordPress plugin with a simple chat command. This is the sort of thing that both terrifies me but also blows my mind-hole.
  • ChatGPT Is a Smart Computer’s Impression of a Know-It-All (Pixel Envy) — Nick Heer points to an article on The Atlantic about ChatGPT that opens with three paragraphs written by ChatGPT. It’s crazy that it comes off as naturally as it does, even if it smells slightly fishy at first.
  • Use of ChatGPT1 generated text for content on Stack Overflow is temporarily banned. (Stack Overflow) — A mild dose of #HotDrama as far as Stack Overflow users posting ChatGPT-produced code as answers.
  • Midjourney vs. human illustrators: has AI already won? (Evil Martians) — I love the experiment in this post because it’s a clear example that AI doesn’t *just* work. In its current state, at best, AI is a junior designer when put to the task of creating an image: “After two and a half hours of back and forth with the AI, I was completely exhausted and decided to just upscale the most promising result.” A bonus is that the post concludes with a list of situations where AI might realistically help the team with future work — and it ain’t an entire person’s job.
  • Quick Thoughts on AI (Collaborative Fund) — Ha! Crazy to see a chart comparing how fast ChatGPT reached one million users to other popular services. It took Facebook 10 months, but only five days for ChatGPT.

Dall-E, I want a photo of a developer sitting at a desk with his head exploding while having a chat conversation on a desktop computer with an artificial intelligence algorithm.

Not bad, not bad.


Some Links on AI-Related Stuff originally published on CSS-Tricks, which is part of the DigitalOcean family. You should get the newsletter.

Collective #740


Building conscious design systems

Amy Hupe’s article based on her recent talk on how we can focus less on artefacts in design systems, and work consciously to build inclusive design systems that put people at their heart.

Read it






unjs

A great collection of useful JavaScript projects from the Nuxt team.

Check it out



Curations

A site that gives you interesting resources to learn and grow as a developer, designer or entrepreneur.

Check it out


Life After Tweets

Whether Twitter bites the big one or you decide you’ve simply had enough, Live After Tweets can help you stay in touch with the community you loved.

Check it out




Lumi

Lumi is an nano framework to convert your Python functions into a REST API without any extra headache.

Check it out


Futicons

Futicons are Figma designer icons for Virtual Reality, Augmented Reality, Interplanetary Travel, Artificial Intelligence, Crypto, Blockchain, Cyborg, Future Transportation and Sustainability.

Check it out




Wasp

With Wasp you can rapidly develop full-stack web apps in React and Node.js.

Check it out





Resource.fyi

Handpicked free tools, resources and products curated for developers, designers, marketers and more.

Check it out


How to Use AI to Generate Images in WordPress

Do you want to use artificial intelligence tools like DALL.E to generate images in WordPress?

AI-generated images can be a good alternative to create images for your WordPress blog posts without worrying about copyright.

In this article, we will show you how to use AI to generate images in WordPress.

Using AI tools like DALL.E to make images for WordPress websites

Why Use AI Tools to Generate Images for Your WordPress Website?

There are a ton of paid stock image websites offering images to use on your WordPress website for a small fee.

However, the cost of these images is an extra expense. Most bloggers and small businesses don’t have the budget for that.

There are certainly many websites that offer royalty-free images like Unsplash or Shutterstock‘s limited free library.

But those images are highly overused and often too generic.

Now, the best way to create images for your website is by making your own images or using your own photographs. But not everyone is a professional photographer or digital artist.

This is where artificial intelligence comes in.

AI tools like DALL.E can generate unique artwork from text descriptions provided by the users.

These images are not only unique but highly creative and artistic.

For instance, here is an image of an office desk with a sunset backdrop generated by DALL.E 2. It mimics the style of generic stock image photos that you can find on hundreds of websites.

DALL.E 2 mimicking generic stock photo style

Now, take a look at this example of an artwork created by DALLE.2.

This one is artistic, more colorful, and in a comic book style.

DALL.E comic book style artwork

You can see the variety of styles, topics, and ideas you can use on the DALL.E homepage.

The best part is that you are free to use these images for your blog posts, articles, and even landing pages.

That being said, let’s take a look at how to easily use AI-generated images in WordPress.

We will be showing you three methods using three different AI tools; you can choose one that works best for you by clicking on the quick links below:

1. Generate AI Images for WordPress with DALL.E 2

DALL.E 2 is an artificial intelligence tool made by OpenAI. It is quite popular for its artistic rendering, surrealism, creativity, and versatility.

Built on the GPT-3, it is a text-to-image model using deep learning technologies to generate images from natural language descriptions.

It is similar to ChatGPT, which also uses GPT-3 but responds in text. In the generative AI industry, these descriptions are called prompts.

You can create AI images on the DALL.E 2 website and download them to your computer. After that, you can upload those images to your WordPress website.

First, you need to visit the DALL.E 2 website and sign up for a free account, which gives you 50 credits for your first month.

Upon signing up, you’ll see the DALL.E dashboard with a prompt field and some recent artworks generated by DALL.E.

DALL-E dashboard

In the prompt field, type a text description of the image you want to generate. You can be as descriptive and creative as you like.

Click on the ‘Surprise Me’ button to see some examples of prompts you can generate.

Once you click on the ‘Generate’ button, the AI will generate images based on the prompt you provided and show you four results.

Images generated using the prompt

You can download all of them to your computer if you want. You can also click on any of the generated images to edit them.

The image editor in DALL.E allows you to expand the frame or pan in. You can also erase or retouch an area of the image.

Edit image in DALL.E 2

Click on the ‘Generate’ button again for AI to regenerate the image based on your changes.

Once you have downloaded the images to your computer, you can switch back to the admin area of your WordPress website.

You can now upload the image to your WordPress media library by visiting the Media » Add New page.

Upload image to WordPress media library

You can also add an image directly to your WordPress posts and pages. Simply edit the post or page where you want to display the image.

On the post edit screen, add the Image block and then upload the image from your computer.

Adding image to WordPress post and pages

Automatically Generate AI Images in WordPress with DALL.E and Uncanny Automator

If you are looking for a plugin to integrate DALL.E 2 directly with your WordPress website, then you can use Uncanny Automator.

Uncanny Automator is one of the best WordPress automation tools on the market. It offers support for OpenAI’s GPT and DALL-E models to easily generate AI text content and images in WordPress.

You can use the simple recipe builder to create an automation that uses a WPForms submission form to send text and image prompts to GPT and DALL-E.

Send OpenAI text and image prompts using a submission form with Uncanny Automator

Then, you can create a new post in WordPress using Uncanny Automator’s tokens to automatically pull the data from the text and image generation.

For example, you can use a response token to set the featured image as the AI image you created:

Use Uncanny Automator action token to set featured image as AI generated image

This will turn the text and image prompts from your submission form into a new blog post in just a few clicks.

Uncanny Automator even adds the DALL-E image directly to your WordPress media library, so you don’t need to do it manually.

AI generated blog text and featured image using Uncanny Automator

For more details, see our guide on how to create automated workflows in WordPress with Uncanny Automator.

What is the License Used for Images Generated by DALL.E 2?

You retain the copyright for the images generated by the prompt you provided to DALL.E 2.

You can use the images anywhere you want, including your WordPress website, YouTube videos, eBooks, magazines, and more.

2. Use SeedProd to Generate AI Images in WordPress (Premium Plugin)

For the first method, we will use SeedProd to easily generate AI images in WordPress.

SeedProd is the best drag-and-drop theme builder for WordPress. It allows you to create custom WordPress themes, page layouts, and landing pages without coding.

It also comes with a powerful AI Assistant that uses DALL-E to help you generate AI images in just a few clicks.

To get started, you need to install and activate the SeedProd plugin. If you need help, see our guide on how to install a WordPress plugin.

Note: There is a free version of SeedProd available. However, you need to buy the premium version of SeedProd to access the AI Assistant. You’ll also need to buy AI credits by clicking the link in your SeedProd account dashboard.

Once the plugin is activated, you can use the drag-and-drop builder to create a custom WordPress theme or landing page. For step-by-step instructions, you can follow our tutorials:

Then, you can use the AI Assistant to generate original images for your website pages.

Simply edit the page, drag an Image block from the panel on the left-hand side, and drop it into the live preview area on the right.

Add an Image block in SeedProd

Next, click on the Image block to open up the block settings panel on the left side of the screen.

Then, click on the ‘Add with AI’ button.

Click the Add with AI button

This will open the image prompt panel. Here, you can type a description of the image you want to create for your site or use one of the suggested prompts.

After that, click on the ‘Generate Image’ button.

Type a description of the image you want to generate

SeedProd will take a few seconds to generate the image.

When it’s done, you’ll see a preview of the image, and you can click the ‘Insert’ button to add it to your page.

Insert the AI image generated by SeedProd

After the image has been added to your page, you can also edit the AI image and generate variations of the same image.

Just click on the generated image from the SeedProd builder and select ‘Edit with AI’ in the block settings panel.

Edit image with AI

Next, you’ll see the different editing options that are available.

First, click on the ‘Variations’ button.

Options for editing AI generated images with SeedProd

From there, hit the ‘Generate Variations’ button.

This will tell the AI Assistant to create multiple variations of the image.

Click the Generate Variations button

If you like one of the variations better than the original AI-generated image, you can click the ‘Insert’ button to add it to your page.

Otherwise, you can select the ‘Back’ button to keep the original image and return to the edit options screen.

SeedProd will create multiple variations of your AI image

The ‘Edit Image’ option allows you to use a brush tool to edit specific areas of the image. Simply erase the area that you want to edit and alter your original prompt to describe the changes you want to make.

Then, click the ‘Generate new image’ button.

Erase an area of the AI image and edit it with a new prompt

After a few seconds, SeedProd’s AI Assistant will show you two variations of the image with the changes you described.

You can click on the ‘Insert’ button underneath the variation you like the most to add it to your page.

Insert edited AI image

Once you are happy with the image, just hit the ‘Save’ and ‘Publish’ buttons.

You can find them in the top right corner of the SeedProd builder.

Save and publish your changes

Now, your AI-generated image will be displayed on your WordPress website.

Here’s how it looked on our demo site:

Example of AI generated image created with SeedProd

What is the License Used for Images Generated by SeedProd?

You own the images you create with SeedProd’s AI Assistant.

You’re free to use the AI-generated images anywhere on your WordPress site.

3. Use Imajinn to Generate AI Images in WordPress (Free Plugin)

For this method, we will use Imajinn AI to generate images in WordPress.

Imajinn AI is similar to tools like DALL.E 2, Midjourney, and Stable Diffusion. It generates images using artificial intelligence based on the prompt you provide.

First, you need to install and activate the Imajinn plugin. For more details, see our step-by-step guide on how to install a WordPress plugin.

Note: The base plugin is free and gives you 10 credits. After that, you can buy more credits from the plugin’s website.

Upon activation, you need to visit the Media » Imajinn AI to configure plugin settings and generate images.

First, you need to sign up by providing an email address and password to create your account.

Register free account

After that, you will be able to start generating images using Imajin AI.

Simply provide a detailed prompt describing the image that you want to generate.

You can also choose from a list of styles, artist style, style modifier filters, and aspect ratio to further customize your prompt.

Image prompt

Below that you can choose to click on the ‘Summon’ button to launch the Prompt Genie tool.

The tool will suggest further prompt ideas based on the prompt description you provided to generate the best possible image.

Prompt genie

You can click on the ‘Generate’ button to use a suggested prompt, or continue writing your own prompt by copying ideas from the suggestions.

Once you are satisfied, click on the ‘Generate’ button to continue.

The plugin will now start generating images using the AI tool running on the cloud. Once finished, it will display four variations of images for you to choose from.

Imajinn generated images

Below each image, you’ll find options to share the image, repair faces (The AI is not great at generating human faces), or touch up the image.

You can also just click on the ‘Save’ button to store an image in your WordPress media library.

image toolbar

To use the image in your WordPress posts and pages, simply edit the post or page where you want to add the image.

On the post-edit screen, add the Image block where you want to display the image and then click on Media Library.

Adding image to your post and pages

Next, you need to select the image you saved earlier from your Media Library and provide an alt text for the image.

After that, go ahead and click on the ‘Select’ button to insert the image.

Image added to WordPress post

The plugin also comes with an Imajinn block that you can add to your posts or pages.

It allows you to generate an image inside the block editor.

Imajinn block

What is the License Used for Images Generated by Imajinn AI?

All images generated by Imajinn AI are provided under the free domain or CC0 license.

You are free to use them on your website as you see fit.

Bonus Resources:

AI can be used to help you write content, create images, and more. Here are some more resources to upgrade your AI skills:

We hope this article helped you learn how to use Artificial Intelligence to generate images for your WordPress website. You may also want to see our ultimate image SEO guide and these easy tips to optimize images for speed.

If you liked this article, then please subscribe to our YouTube Channel for WordPress video tutorials. You can also find us on Twitter and Facebook.

The post How to Use AI to Generate Images in WordPress first appeared on WPBeginner.

Neural Network Essentials

Neural networks are the core of all AI algorithms, and today, deep neural networks are used in tasks ranging from image recognition and object detection to natural language processing and generation. After dissecting the basic building blocks that form a neural network and the principles of how they work, this Refcard delves into neural architecture types and their respective uses, neural network chips, and model optimization techniques at a high level.

The Three Must-Haves for Machine Learning Monitoring

Machine learning models are not static pieces of code but, instead, dynamic predictors that depend on data, hyperparameters, evaluation metrics, and many other variables; it is vital to have insight into the training and deployment process to prevent model drift predictive stasis. That said, not all monitoring solutions are created equal. These are the three must-haves for a machine learning monitoring tool, whether you decide to build or buy a solution.

Complete Process Visibility

Many applications involve multiple models working in tandem, and these models serve a higher business purpose which may be two or three steps downstream. Furthermore, the model's behavior will likely be dependent on data transformations that are multiple steps upstream. Thus, a simple monitoring system that focuses on single model behavior will not capture the holistic picture of model performance related to the global business context. More profound knowledge of model viability only comes from complete process visibility – having insight into the entire data flow, metadata, context, and overarching business processes on which the modeling is predicated. For example, as part of a credit approval application, a bank may deploy a suite of models that assess creditworthiness, screen for potential fraud, and dynamically allocate trending offers and promos. A simple monitoring system might be able to evaluate any one of these models individually, but solving the overall business problem demands an understanding of the interlocution between them. While they may have divergent modeling goals, each model rests upon a shared foundation of training data, context, and business metadata. Thus, an effective monitoring solution will take these disparate pieces into account and generate unified insights that harness this shared information. These might include identifying a niche and underutilized customer segments in the training data distribution, flagging potential instances of concept and data drift, understanding the aggregate model impact on business KPIs, and more. The best monitoring solutions can also work not only on ML models but also on generic, tabularized data, allowing the monitoring solution to be extended to all business use-cases, not just those involving an ML component.

How to Start Using Natural Language Processing With PyTorch

Natural language processing (NLP) is continuing to grow in popularity, and necessity, as artificial intelligence and deep learning programs grow and thrive in the coming years. Natural language processing with PyTorch is the best bet to implement these programs.

In this guide, we will address some of the obvious questions that may arise when starting to dive into natural language processing, but we will also engage with deeper questions and give you the right steps to get started working on your own NLP programs.

PyTorch Geometric vs. Deep Graph Library

A Comparison Between Graph Neural Networks: DGL vs. PyTorch Geometric

What is deep learning on graphs?

In general, a graph is a system of nodes connected by edges. The nodes typically have some sort of internal state that can be modified by the relationships to other nodes defined by the edges connecting them to other nodes, and these connections and node states can be defined in a wide variety of ways.

Unsupervised Learning in Data Mining: Apriori Algorithm

This post will share my knowledge about unsupervised learning in data mining with the simplest algorithm, which we used to generate associated rules to determine the related grocery items customers bought from our e-commerce application/retail stores.

Before jumping ahead, Let’s understand a few terms which I will be using in this article.

Cross-Validation in AI and Machine Learning for Healthcare

Every time we create a machine learning model, we feed it with data to train it. Then we give the model some unlabeled data (test data) to check how well it performs and generalizes to new data. This model is stable if it works well on anonymous data, is consistent, and can forecast with high accuracy on a wide range of input data.

But, this isn't always the case! Machine learning models are not always stable; thus, we must assess their stability. Cross-Validation enters the scene at this point.

Do AI Bots Need Some Regulations?

Look around and you will realize that artificial intelligence (AI) has found a place in almost every aspect of our daily functioning and is increasingly acquiring more space in our lives. Email spam filter, booking a cab, location-based services, using GPS while driving, voice commands on mobile — these are all examples of AI. As the customers and employees become smarter, there is a growing need for smart homes, and workplaces, and artificial intelligence (AI) can be seen acquiring more extensive responsibilities and coming up with an innovative offering.

In the series of AI innovations, there is another offering from AI, which is set to make our lives much easier and convenient, and it is chatbots. Today, organizations are actively using AI chatbots to promote their businesses, engage with customers better, and enhance their experience with a seamless personalized assistance. Growing competition, the need to keep up with ever-changing business landscapes, and the empowerment of consumers are making chatbots an essential presence. Not only are bots turning out to be instrumental in communication and engagement but also in cutting down costs and streamlining workflows. Moreover, chatbots are gradually finding the addresses of our homes. Machine learning capabilities and natural language processing have further opened gateways to the future, which was far from imagination once.

AI: The Future of HealthTech

Being bolstered by AI, both automation and hyper-automation have remained leading IT trends for several years in a row while amplifying numerous industries. However, there is one area tech scions never took seriously before the pandemic: the potential of AI in HealthTech. 

In 2022, HealthTech has made it into common flagship services and a fast lane across global tech companies. With that said, let's see how AI can be used in healthcare software, its current stand on the market, and related technologies you might want to look into further. I’ll also go over one of the technicalities of intelligent drug discovery and gene-sequencing, based on real cases from some of my clients.