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All about the Scratch Programming Examples

Scratch Programming is a language developed to ease the activity of writing programs for the purpose of programming games, doing animations, enhancing music, and more. Scratch programming examples were primarily designed to target children starting from the age of 10 years and older and were developed to teach people about the computational thought process and how a simple language can be a powerful building block towards the approach of software development, which focuses more on developing a stable application rather than just syntaxes like C or C++.

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What are Scratch Programming examples?

Just in case you are a beginner and want to learn something exciting, buy yourself a Raspberry Pi. It comes pre-installed with an Operating system called NOOBS (New Out Of the Box), which again comes pre-installed with Scratch. And if you don’t know what Raspberry Pi is, it’s a microcomputer.

How to Get Started with Scratch Programming Examples?

Scratch Programming examples are extremely fun to learn. To get more basics, simply download the official documentation from its website, which will give you an overview of Scratch.

The basic requirements for Scratch would be as follows:

800×600 display or larger (though the official recommendation is 800 × 480, but it lags too much).

16-bit color depth (32-bit recommended).

Win7 or later for Windows.

150 MB of disk space (200 recommended depending upon applications and modules installed).

512 MB of RAM or higher.

What can Scratch do?

You can learn simulation from Scratch. Simulation means it can create a virtual demonstration by imitating things that can be done in real life. You can also create Multimedia objects such as puzzles, 3d presentations, quizzes, and many more. And if you are good at math, you can also create interactive and non-interactive Art Projects. Scratch programming examples are awesome for developing interactive musical instruments and Games.

But these are just the basics. You may be wondering what the real-world implications of Scratch are. So, let’s get on to it.

Scratch Programming exercises are awesome for starting a robotics career (if you are a beginner). If you are not content with Raspberry Pi, you can buy a PicoBoard that looks like this:

Picoboard is a piece of hardware that allows you to interact with the real world using Scratch. It has a slider button and alligator clips and can sense sound and light. Here scratch programming can help in controlling robots, LEDs, and various other sensors. If that’s not it, it can also control your microphone, its volume sensor, a camera connected to it, and a Joystick programmed to control your robot. In fact, a scratch can also work with Arduino chipsets.

What’s Next?

Scratch Programming was designed specifically to ensure creativity and allow the developers to discover their own creative ideas and apply them in reality in images and sounds to invent multimedia software on the go. A young programmer with just a few days of experience can develop games, create animations, and write a similar pieces of code with Scratch Projects.

The Scratch programming environment consists of a small screen space with multiple programmable modules, which we know as sprites. Sprite’s behavior allows the sprite in the program to move around the display monitor and return a response when different events trigger. These events include interactions with various similar sprites and user keyboard interactions.

Each sprite has a specific desired type of costume available, which can modify its appearance on stage (remember the aforementioned screen space) to produce different animations and effects. Sprite can also make Speech bubbles and sounds with mp3 files.

Here, the scratch coding in scratch language returns a response by capturing blocks from the project applications and inserting them into the spaces requested for each programming syntax. This avoids the unnecessary hype of typing in syntaxes and allows young minds (kids and beginners) to develop programs with as little debugging as possible.

This discards the possibility of syntax errors caused by typing in incorrect keywords. Every other sprite here contains multiple coded scripts programmed to run a sequence of operations activated and executed by the sprite each time a specific event occurs. The control blocks run iterations of syntaxes because they can be recursive as many times as needed or fall in a loop forever to define the nature of the sprite properly.

Conditional statements are similar to other languages, which allow performing multiple sequences of commands depending upon the current status of the Scratch programming exercises environment.

Scratch Mentality

Scratch Programming for Beginners Projects was specifically designed to develop robotics and make it as easy as possible. Most things in the above para will go over the head if you read this blog without installing Scratch programming. Since Scratch tends to inspire young developers, this was another reason why Scratch Programming allows sprites to interact with each other by broadcasting messages mutually and responding quickly to these messages by calculating the distance to the nearest sprite.

Community and Project Hubs

Projects based on Scratch Programming are easily available online and can run on any web browser that supports Java applets. Scratch programmers are motivated to upload their projects on the Scratch Programming website (10 MB is the max file size, this encourages developers to write programs in as compressed format as possible, leading to compact pieces of code).

The projects are shared on the official scratch website. These are visible to every other person independent of registered users. This allows other users to download, modify and enumerate the program depending on their requirements. This is somewhat similar to the Open source BSD-style license of Go Lang programming languages.

In Scratch Programming, independent sprites can also be added and removed to and from the projects downloaded from the website. Scratch is more suited to developing applications based on creating small games, puzzles, entertainment programs, and storytelling animations similar to Flash programs. These are extremely easy with the help of sprites moving around the stage with sounds and speech bubbles.

A simple board like the PicoBoard and Raspberry Pi can also be purchased on Amazon, eBay, and SparkFun, which comes preinstalled with a few sensors, including light sensors (this is applicable only to pico board; Raspberry Pi comes independent of these sensors; however, you can purchase them independently). This allows Scratch-developed programs to interact with the real world.


Scratch Programming is an awesome programming language, but it also has limitations. However, if a programmer starts his basics from scratch, he will feel unconfident among other programmers with C, C++, Python, or Ruby Programming experience. Scratch is just a piece of cake in comparison to languages like Java.

The reason is that Scratch programming exercises tend to motivate young programmers to easily develop applications that are intelligent and are also fun at the same time. These applications are thus attractive since they can interact with the user, change their on-screen appearance, move, and make different sounds.

But not ignore that Scratch Programming exercises lessons provide a top-notch interface to enhance young programmers’ creativity and encourage them to build more programs and learn them by sharing. This can be a good creative foundation for children whose parents want them in creative fields like animation or robotics.

Scratch Programming Language is not perfect, but it is necessary. It introduces young developers to a totally new world and encourages schools to teach these to children, enhancing their mentality.

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How To Clear Scratch Disk In Photoshop On Windows: 5 Methods

How to Clear Scratch Disk in Photoshop on Windows: 5 Methods Make the best of the temporal storage




According to Adobe, a working disk is a (virtual) storage drive in your computer that is used temporarily for Photoshop when the program is running.

If you have used Adobe Photoshop on your computer, you’ve encountered the working disk error at least a few times and would need to clear the scratch disk.



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Download Fortect and install it on your PC.

Start the tool’s scanning process to look for corrupt files that are the source of your problem

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readers this month.

Photoshop is an incredibly powerful application with great features. But while the program interface is overly intuitive, the same can’t be said about dealing with its bugs.

The most common Photoshop error is that the scratch disk is full. Some users get it when they try to start the program, and others when they try to perform a specific action.

What is a scratch disk?

Here is what you need to know about the photoshop scratch disk:

It is used for storage while photoshop is launched since the running app requires memory to store temporary project files.

If the program doesn’t have enough RAM to store something temporarily, it uses the hard disk space as a temporary virtual memory holder.

This hard disk space is called working volume (scratch disk).

If both the memory and the working volume become full of temporary files, you’ll get an error message that says Scratch Disk is full.

In the following lines, you will find practical solutions to empty the scratch disk in Photoshop.

How do I clear scratch disk in Photoshop on Windows? 1. Free up enough disk space

This is a helpful solution if you are wondering how to clear the scratch disk in Photoshop on Windows devices.

Make sure you have enough space in the drive partition where the working volume is located. The C:/ drive is automatically selected as the working volume if you do not specify it.

2. Delete the temporary files

If you habitually forcibly close the program without giving it enough time to close projects properly, a large portion of the temporary files will be left behind.

If you do this often enough, your temporary folder becomes full of Photoshop files. But these files are easy to identify and delete. Usually, their name starts with PST or Photoshop Temp.

You can safely delete them without affecting the system.

If you’re having problems deleting your temporary files, check out the simple solutions from this handy guide and get rid of them once and for all.

3. Change the location of the working volume

This is a nice shortcut that you can use to change scratch disk settings in case your Photoshop shows you the scratch disk is full before you get into the settings.

4. Increase the amount of memory allowed by Photoshop

This is a helpful solution if you are wondering how to clear the scratch disk in Photoshop on Windows devices.

By default, Photoshop is programmed to use 60% of all RAM. However, you can use it even more, as mentioned above.

5. Customize your working drives

By default, only your C:/ drive is selected as a working volume, but you can allow all your partitions to share this load.

Experienced Photoshop users sometimes set up a special hard disk partition to prevent a problem like this from occurring.

If you were wondering how to clear the scratch disk in Photoshop on Windows devices, we hope this guide has been helpful.

Still experiencing issues?

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Important On Microsoft Excel Tips And Tricks (Spreadsheet)

Excel Tips and Tricks

Excel functions, formula, charts, formatting creating excel dashboard & others

Considered truly powerful and efficient, Excel is a brand that everyone trusts as it performs a wide range of functions simply and effectively. Additionally, Microsoft Excel is more than just numbers.

It is perfect for anyone who wants to collaborate strategically on any form of data. But the one thing that connects all Excel users is that they need to know the many Excel tips and tricks to help them work smoothly.

Microsoft Excel Tips and Tricks – How to Improve Work Performance?

So here are some tips on Excel. Knowing these tips can help users to boost their productivity while at the same time helping them make the use of this program much simpler and easier. And that is all about the Microsoft Excel Tips and Tricks.

1. Always work from left to right.

Arranging data once spread over multiple sheets might be time-consuming, so it is important to keep this in mind while creating new data and variables in the future.

Microsoft Excel Tips and Tricks Doing this will ensure maximum productivity and, simultaneously, ensure systematic data arrangements.

3. Delete unnecessary data on the workbook

When you are not using any particular data, it is important to delete them. You can avoid confusion later and minimize the document’s used range.

Users can easily find the used range of Excel documents by pressing control and end. Post, this, users can save the workbook for future use.

4. Tips On Excel Shortcut keys are a lifeline for Excel users

Shortcut keys are a life savior for those who use the program regularly as it helps them accomplish their tasks faster, thereby boosting productivity.

Functions like autofill (where data is automatically filled into columns and rows), selecting an entire row quickly (press shift and spacebar), and calculating the sum of a whole column by using alt and = are just some of the few shortcut keys that users can use to make their job simpler.

5. Filters can add as an aid for those handling a lot of data

6. Custom lists can go a long way in helping you to save time

Many people work with redundant data, meaning we enter them repeatedly. Creating a custom list according to your specific requirements is a good idea. Users can choose options from the Tools menu and select the custom lists tab to start a custom list.

7. Use defined names for constants as well as ranges

If you have a lot of data in percentages or other variables, user-defined names make your work smoother and faster. For example, select a cell and choose a character from the Insert menu.

8. Add multiple rows or columns at one time.

It will open a dialog box that allows users to choose the same action conducted on the rows and columns.

9. Tips On Excel Autocorrect:

Sometimes, small and silly spelling mistakes can affect your entire presentation. That is why Excel has an auto-correct feature that can help you prevent such a scenario. To use auto-correct, users must go to file options to prove to autocorrect options.

Here users can see a dialog box that will allow them to replace texts with the correct spellings. Not only will Excel correct your current mistakes when this Word is misspelled the next time, but it will also automatically correct them.

Knowing this can go a long way in helping users manage their time and efforts much better.

11. Sparkline micro charts on Excel can help make comparisons easy

Sparkling micro charts are small graphs you can place in a cell next to data. They were introduced in the 2010 edition of Word and are a great tool to enhance the visibility of numbers by showing the value of the data in a graph.

To use this feature, users can select the data they want to create a sparkling and then go to the line from the inset. After entering your sparkling chart’s destination location, the graph will be automatically added to the concerned column.

12. Hide everything except the working area for distraction-free work

It is possible to hide columns or rows to protect data and Excel or work only on the required columns/rows.

To hide unused rows, users can select the row beneath the last row and press the control, shift, and down arrow to select the rows that need to be hidden.

Which will help prevent important data from being deleted while at the same time helping you work in a distraction-free manner.

13. If you have to print your worksheet, print the name of the file in the header/footer region

In Excel, it is possible to restrict the data through data validation.

Data validation determines the range of numeric data used in the system. For example, if you enter data validation between 500-1000, you will automatically have all data between these numbers.

15. Watch window allows you to keep track of data in a systematic manner

Also, it is impossible to keep moving forth in your data area, so it is a good idea to activate Watch Windows, which displays the values of cells that have been changed due to your recent additions.

It is possible to track multiple cells with Microsoft Excel tips and tricks. Watch windows and track results as you continue to work and thereby prevent any major problems.

16. Customize the Toolbar area for better productivity

The main objective of the toolbar area is to enable you to function faster and more simpler. In this area, you can add those frequently used tools so you do not have to return to the tabs to access them.

17. Decrease your calculation time on Excel

If the data is large in number, Excel will take up a lot of time to calculate the final result. That is why keeping Excel easy and simple to use Microsoft Excel tips and tricks is important. Some simple guidelines that can help you include the following:

Avoid complex Excel: Users must store intermediate values rather than complex calculations using more rows and columns.

Reducing the number of references in each to the minimum as copied can drastically affect the overall estimates and results.

Avoid volatile functions, as they can drastically slow down the entire process of calculations.

In conclusion, Tips On Excel is something that every person needs, whether he is working in an agency or on a class report.

Understanding and utilizing Excel can prove invaluable for creating and interpreting knowledge about various campaigns. These Microsoft Excel tips and tricks can go a long way in helping you, as they are very easy to implement and use regularly.

It can help individuals work systematically while boosting their productivity to achieve more in a limited time frame. In short, these Microsoft Excel tips and tricks will help beginners and experts get acquainted with Microsoft Excel in a much enhanced and easy manner.

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Why Is Machine Learning Important?

Machine learning can be considered a component of artificial intelligence and involves training the machine to be more intelligent in its operations. AI technology focuses on incorporating human intelligence while machine learning is focused on making the machines learn faster. So we can say that machine learning engineers can provide faster and better optimizations to AI solutions.

AI technology has had a massive impact on society and has transformed almost every industrial sector from planning to production. Thus machine learning engineers and experts are also of great value to this growing industry.

Why is Machine Learning So Useful?

Machine learning is comparatively new but it has existed for many years. Recently gaining a lot of attention, it is essential for many significant technological improvements.

When it comes to business operations, you can access a lot of data with the help of machine learning algorithms. Machine learning also offers more affordable data storage options that have made big data sets possible and accessible for organizations. It has also helped maximize the processing power of computers to be able to perform calculations and operations faster.

Wherever you find AI technology, you will find machine learning experts working to improve the efficiency and results of the AI technologies and machines involved.

Where can Machine Learning be Applied?

Machine learning has a lot of applications in a variety of tasks and operations. It plays a central role in the collection, analysis, and processing the large sets of data. It is not just restricted to the businesses and organizations, you have already interacted with them. However, you might not be aware of the fact that you have already been using machine learning technology. Here are a few examples you can relate to as part of our daily lives.

Machine learning solutions are being incorporated into the medical sciences for better detection and diagnosis of diseases. Here is the interesting part. Machine learning can even be used to keep a check on the emotional states with the help of a smartphone.

This technology is also widely used by manufacturers to minimize losses during operations and maximize production while reducing the cost of maintenances through timely predictions.

The banking industry is also utilizing machine learning to identify any fraudulent practices or transactions to avoid losses. Machine learning can also be used to give significant insights into financial data. This in turn results in better investments and better trades.

When it comes to transportation, the self-driving cars of Google or Tesla are powered by Lachine learning. Thus it can be extremely beneficial for autonomous driving and better interpretations.

What do Machine Learning Engineers do?

Why Pursue a Career in Machine Learning?

There are many reasons to pursue a career in machine learning. It is not only getting [popular and high in demand, but also an interesting discipline where you can be innovative once you have acquired the necessary skills.

Wrapping Up

The aforementioned discussion describes the significant role of the growing machine learning and AI technology in the industrial and business sector and why you should consider pursuing a career in it.

14 Ideas For Engaging Posts On Social Media (+Examples)

Social media can be a gold mine for small businesses looking to connect with their target audiences. One recent poll by Sprout Social found that 55% of people use social media to discover new brands. But investing in social media as part of your business’s marketing strategy is about more than just connecting with your target audience. A strong social media strategy can also drive conversions. In fact, 78% of people are more willing to make a purchase after having a positive experience with a brand on social.

It all looks great on paper, so why, as a small business owner, can these much-hyped benefits seem so elusive? To answer this question, it helps to think about where the business value of using social media comes from.

The key to creating real value with social media is quality over quantity—not only in what you post but also in how you interact with your audience. The good news is that you don’t need a lot of followers to create engaging posts on social media—you just need to build authentic connections with the followers you do have.

In this post, we’re sharing how to create engaging posts on the social media channels that matter along with ideas to help you get started.

How to write engaging posts on Facebook

With nearly 3 billion monthly active users across the globe, Facebook is still the top social network around the world. And its users are engaged—adults spend more time on Facebook than on any other social media site, with an average daily engagement of 33 minutes in 2023.

You need to find creative ways to get users to see your content and engage with it. These days, Facebook is all about making yourself available to your customers.

1. Open up to your audience by hosting an ‘ask me anything’

Your current and potential customers are going to have questions about your business. Hosting an ‘ask me anything’ (AMA) session is an easy and engaging way to answer those questions with a personal touch.

As the name suggests, an AMA gives your audience the opportunity to ask questions about your business, your products, your future, or even about you as a business owner. Answering these questions in an informal, unscripted way helps your audience build a more personal connection to your brand.


Not every AMA has to be live. Pre-recorded AMA posts are a good option when you want to engage with your audience in a more personal way without the risks that come with live video—like this fantastic AMA from the Mandai Wildlife Reserve.


2. Get your audience to participate in a contest

Contests get your audience engaged and don’t require a lot of work to set up.

There are many ways to host a contest on social media. The Indiependent Collective chose to offer cash prizes to its followers for the best short story. But Facebook contests don’t necessarily need to be as formal as that. You could ask your followers to submit anything from their best ideas for new products to fan art based on your brand.


3. Celebrate social media holidays

There’s something to celebrate or recognize almost every day on social media. From silly holidays like National Chocolate Chip Cookie Day (August 4) to important observances like Black History Month (February), there are plenty of opportunities for your business to increase engagement while highlighting a fun day or worthy cause.

Your social media holiday posts can range from serious and informative, like sharing resources from reputable sources about a cause you care about, to funny or lighthearted—like sharing your favorite place to grab a beer for International Beer Day (the first Friday in August).

How to write engaging posts on Instagram

Instead, small businesses should focus more on creating content that engages their users, drives organic traffic, and builds authentic relationships with their customers.

4. Get interactive with Stories

While the Home feed once reigned supreme on Instagram, additions such as user Stories and Reels have taken off in recent years. According to Instagram, over 500 million users use Stories every single day.

But the value of Stories goes beyond just the massive audience. The low-pressure format makes it easy for businesses to connect with a receptive audience and create a positive brand sentiment. Statistics published by Instagram show that 58% of users become more interested in brands they see in Stories—and half of all users report visiting a company’s website with the intention of making a purchase after watching a Story.

LEGO uses Stories to show off new creations, ask its fans questions, and share user-generated content with its followers. While much of LEGO’s target audience is children, its Instagram Stories tend to focus on an older demographic that will actually be making the final purchase.


5. Help your audience discover your content with Reels

Reels were added to Instagram in 2023—and have exploded in popularity ever since. According to Hootsuite, Google searches for Reels have grown faster than any other feature on the platform. And the Instagram algorithm appears to be heavily pushing Reels as a way to draw users away from its main rival for millennial and Gen Z attention, TikTok.

But what exactly are Reels? An Instagram Reel is a full-screen vertical video that can last up to 90 seconds. They can appear in a user’s Home feed, as part of a Story, or on the dedicated Reels tab. Instagram provides a variety of editing tools to help you create Reels as well as a wide assortment of audio tracks, filters, captions, interactive backgrounds, stickers, and more.


One thing that makes Reels stand out is the way the Instagram algorithm chooses which content to recommend. In addition to the quality, relevance, and other aspects Instagram uses to recommend content, the algorithm for Reels also places a heavy emphasis on their entertainment value, so this isn’t the place for your product pitch.

6. Promote user-generated content from happy fans

What’s better than telling your followers how amazing your company is? Letting your loyal customers do the talking for you!

There are plenty of ways to promote a healthy stream of user-generated content on social media. You can promote previously created content, hold contests for your followers to create exciting content, or even provide a full media kit to help your followers create branded content for you.

And once fans of your brand start posting about how much they love your product or service on social media, you should be doing everything you can to promote that content. Cosmetics powerhouse L’oreal promotes content created by its followers, including makeup tips and tutorials.


Of course, user-generated content can work great even when your product or service isn’t conducive to being on screen. Action camera maker GoPro, for example, is constantly posting content made by its customers even though its product is rarely seen on screen.


Engaging post ideas for TikTok

Users adore TikTok in part because of how well it connects them to relevant content. The strength of TikTok’s algorithm lies in how well it interprets users’ data and usage patterns.

Clips on this vertical video–sharing platform—originally limited to just 15 seconds—can now be as long as 10 minutes. But short-form content still reigns supreme on TikTok. In fact, TikTok’s guide to best practices for businesses recommends sticking between 21 and 34 seconds as the sweet spot.

Driving social interactions and engagement on TikTok is all about making the most of these bite-sized video clips. You may not have time to introduce your company, much less your product, before your viewer’s attention is drawn to the next viral dance video. So, you will need to lean into brand authenticity and expertise to make an impact. But the benefit of building an authentic presence on TikTok cannot be overstated, especially for businesses targeting a younger demographic.

7. Participate in challenges

TikTok’s focus on short-form videos and connecting users with the most trend-worthy content make it the perfect environment for challenges to go wild.

Challenges give users a common template for how to create their videos while still providing flexibility to add their own flavor. This is great for small business owners who may not have time to sit around brainstorming brand-new ideas all day.

Challenges can also be a great opportunity for you to show off your expertise in a certain area. Is your company in the cosmetics sector? Show off your skills with a makeup challenge, for example. Just remember, users want to hear from real people on TikTok, not corporations. So, make sure you play to your business’s strengths in a way that is natural and authentic. Challenges and dances are fun if you’re good at them, but viewers can tell pretty quickly when you are trying too hard to fit in.

One example of how to do TikTok challenges right comes from the clothing company Vineyard Vines. It took on a popular challenge known as the #BottlecapChallenge in a fun and entertaining way. The company didn’t try to force its logo or products into its video. Instead, the company simply completed the challenge—unscrewing the lid from a bottle of water with a roundhouse kick—while dressed up as its mascot.


8. Interact directly with customers using Duets

When creating a video on TikTok, users can use the ‘Duet’ feature to respond to other users’ content. Duets are split-screen videos that place the original and the duet side by side, allowing users to reply or react to another user’s content.

The sportswear company Puma knows how a brand can have fun with Duets. It has used Duets to connect with fans, like in this clip where the company shows off its barista skills alongside those of one of its fans.


Related: Get more tips and ideas on how to edit TikTok videos here.

Engaging posts for LinkedIn

Rather than focusing on personal interests and connecting with friends and family, LinkedIn is geared toward professional topics and connecting with colleagues and business associates. While this is a distinctly different approach than most other social networking sites, with more than 830 million monthly active users globally, LinkedIn’s business-centric formula seems to be working.

LinkedIn’s user base is also one of the most affluent and well-educated of all the major social networks—51% of LinkedIn users have a college degree, and 50% have an annual income of $75,000 or more. LinkedIn offers unique opportunities for businesses interested in connecting with a more professionally-minded audience.

9. Keep your audience coming back with recurring series

There are few things as important to building long-term engagement on social media as being consistent with your content strategy. In fact, engagement is twice as high for company pages that post weekly.

Keeping up with a daily, weekly, or even monthly series helps you drive engagement and stay top of mind for your audience. Start your day by sharing your daily goals, giving your followers a weekly update on your business, or discussing the most important trends of the month.

Microsoft uses a weekly series to share insights from its engineers and start a conversation with its audience.


10. Get creative with the reaction emojis

While LinkedIn does offer the option to create basic polls in your posts, you can also use the multiple ‘reaction’ options to create informal polls and drive engagement with your followers.

In addition to the basic ‘like’ option, your audience can react to posts with emojis, including ‘celebrate,’ ‘insightful,’ or ‘curious.’ Users ‘vote’ by selecting the reaction that matches their preferred choice.

11. Share business announcements and awards

Your audience on LinkedIn not only contains prospective customers but also your employees. To increase engagement on LinkedIn, make sure to also create posts that resonate with that audience. Posts like product announcements, case studies, awards, or employee features can go a long way toward engaging your audience.

Plus, your employees are likely to share these posts with their own audiences, which can increase engagement for your business and grow your reach.

How to write engaging posts on Twitter

Because of its fast-paced, news-based culture and engaged audience, Twitter’s 217 million daily active users expect a high level of interaction and see it as a place to discover new information. Its focus on short-form content often requires businesses to take a different approach from other social media channels.

Twitter is an excellent platform for your business to connect with new customers and drive engagement with the followers you already have. Research from Bain & Company shows that brands that include Twitter as part of their product launch strategy are 2.3x more likely to understand how their target audience’s opinions should inform their launch goals.

Focus on techniques that make responding easy to get the most out of Twitter and attract more views.

12. Use polls to learn more about your audience

Twitter makes it easy for businesses and other organizations to share news and updates with their followers. But Twitter also provides plenty of tools to help businesses listen and learn too. Twitter Polls are a great way to engage your network, involve your fans in decisions, and encourage feedback.

Businesses can use Twitter Polls to discover their audience’s preferences for new products. For example, Karla Cosmetics used this poll to get direct feedback from customers about future products. Now the company has concrete data to inform its development decisions.


Of course, Twitter Polls can also be a fun way to show off the lighter side of your brand:


Twitter isn’t the only option for creating engaging polls on social media. Businesses can also create polls on Facebook, Instagram, LinkedIn, and other social media sites. (Get more info on Instagram polls and Facebook polls here.)

13. Let followers ‘fill in the blank’


This format can also be used to encourage discussions within the community and show that your brand understands your audience. The British radio station Radio X did this by incorporating a common in-joke about rock band Oasis.


The ‘fill in the blank’ prompt can also be used to let your audience tell you how they feel about new products and trends, like when SLAM Kicks asked its audience how they felt about the new sneakers from Nike.


14. Get creative with hashtags

Hashtags are one of the core elements of Twitter and help drive conversations within the community. They’re one of the most powerful tools brands have for standing out and getting discovered.

Brands can use existing hashtags to join current conversations and engage with an audience that has similar interests and values. The Electric Bike Company used the #ebike hashtag to spread its message beyond its followers.


You can also create your own hashtag to make it easy for people to talk about your business, brand, or event. The popular music festival South by Southwest uses the hashtag #SXSW to communicate with its audience and to follow discussions about the festival.


Social media engagement is just the first step Stephanie Heitman

Stephanie is the Associate Director of Content for LocaliQ and WordStream. She has over 10 years of experience in content and social media marketing and loves writing about all things digital marketing. When she’s not researching the latest and greatest marketing news and updates, she’s probably watching reality TV with her husband, reading, or playing with her two pups.

Other posts by Stephanie Heitman

Top 5 Important Models Of Tensorflow

Introduction to TensorFlow Models

Hadoop, Data Science, Statistics & others

Various TensorFlow Models

The Heart of Everyday technology today is a neural network. These neural networks inspire deep Learning Models.

Neural Networks are like neurons in the human brain; these neurons have the capability to solve complex problems. These simple neurons are interconnected to each other to form a Layered Neural Network. This Layered neural network contains Input Layers, Output layers, Hidden Layers, Nodes, and Weights. The input layer is the first layer from where the input is given. The last layer is the output layer. The Hidden layers are the middle layers that carry out processing with the help of nodes (Neurons/operations) and weights (signal strength).

Various models of TensorFlow are:

1. Convolutional Neural Network

Layers in CNN:

Convolution layer: It is a Layer where we convolve the data or image using filters or kernels. These Filters we apply to the data through the sliding window. The depth of the filter is the same as the input. For a colour image, RGB values give the filter of depth 3. It involves taking the element-wise product of the filters’ image and then summing those values for every sliding action. The output of a convolution of a 3d filter with a colour image is a 2d matrix.

Activation Layer: The activations functions are between convolutional layers that receive an input signal, perform non-linear transformations and send the transformed signal to the next input layer of neurons. Different activations functions are sigmoid, tanh, Relu, Maxout, Leaky ReLU, ELU. The most widely used activation function is Relu. Non-linear transformations are used to make a network capable of learning and performing complex tasks.

Pooling Layer: This layer is responsible for reducing the number of parameters and complex computation in the network. At pooling, Average pooling and Max pooling are performed.

Fully Connected Layer: It connects every neuron to every previous neuron. It is the output layer on CNN. This is the last phase of CNN. CNN should be used when the input data is the image, 2d data can be converted to 1d, and when the model requires a great computation amount.

2. Recurrent Neural Network

A recurrent Neural network (RNN) is a network of at least one feedback connection forming a loop. RNN is powerful as to retain information for some time, to do temporal processing and learning sequences. RNN retain information means it store information about the past, which helps learn the sequence. The RNN can be – Simple RNN with at least one feedback connection or a fully connected RNN. One example of RNN is Text generation. The model will be trained with lots of words or with some author’s book. The model will then predict the next character(o) of the word(format). The auto prediction, which is now available in emails or smartphones, is a good example of RNN. RNN is invented for predicting sequences. RNN is helpful for video classification, Sentiment analysis, character generation, Image captioning, etc.


LSTM (Long short term memory) is one of the most efficient problems for sequence prediction. RNN is quite effective when dealing with short term dependencies. RNN failed to remember the context and something which is said long before. LSTM networks are very good at holding long term dependencies/memories. LSTM is useful for handwriting recognition, handwriting generation, Music generation, image captioning, language translation.

4. Restricted Boltzman Machine

It is an undirected graphical model and has a major role in deep learning frameworks like TensorFlow. It is an algorithm used for dimensionality reduction, classification, regression, collaborative filtering, feature learning, and topic modelling. In RBM, there are visible layers and Hidden layers. The first layer of RBM is the visible or input layer. The nodes perform calculations and are connected across layers, but no two nodes of the same layer are linked, so there is no internode communication restriction in RBM. Each node processes input and makes a stochastic decision on whether to transmit the input or not.

5. Autoencoders

Encoder: Takes input image and compresses it, and produces code.

Decoder: It reconstructs the original image from the code.

Autoencoders are Data specific; it means that they can compress images only on which it is trained. The Autoencoder, which is trained to compress images for cats, would not compress images of humans.

6. Self-Organizing Maps

Self-Organizing maps are helpful for feature reduction. They are used to map high dimensional data to lower dimensions which provide good visualization of the data. It consists of an input layer, weights, and Kohonen layers. Kohonen layer is also called a feature map or competitive layer. The self-organizing map is good for data visualization, dimensionality reduction, NLP, etc.


TensorFlow has huge capabilities to train different models with more great efficiency.  In this article, we studied different deep learning models which can be trained on the TensorFlow framework. We hope that you have gained insight into some of the deep learning models.

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This is a guide to TensorFlow Models. Here we discuss the introduction to TensorFlow model along with five different models explained in detail. You can also go through our other suggested articles to learn more–

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