User Experience Design vs Interaction Design Explained: Roles, Goals, and Impact

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How to choose the right Machine Learning Algorithm?

When considering machine learning algorithms, you will find there is no particular solution or one approach that fits all. There are numerous factors that can affect your decision to choose an ML algorithm.Some problems are very explicit and require a unique approach. For instance, if you look at a recommendation system, it’s a very common type of machine learning algorithm and solves a very exact kind of problem. While some other problems are open and need a trial and error approach such as supervised learning, classification and regression. They could be used in anomaly detection or could be incorporated to build more universal sets of predictive models.Further, some of the decisions that we make when choosing an ML algorithm have less to do with the optimization of the algorithm but more to do with business decisions. Here we compiled some of the factors that can help you narrow down the search for your machine learning algorithm.Understanding the DataThe type and kind of data play a vital role in determining which algorithm to practice. Some algorithms can work with smaller sample sets while others require tons of samples. Few algorithms work with certain types of data sets e.g.  Naïve Bayes works well with definite input but doesn’t respond to missing data.Recognize your constraints•    Check data storage capacity in order to store gigabytes of classification or gigabytes of data to the cluster.•    In real-time applications, it is obviously very important to have a swift prediction•    Data learning have to be fast in order to rapidly update your model with a different dataset.Identify the available algorithmsOnce you understand where you stand, you can identify the algorithms that are applicable and tangible to implement. Some of the elements persuading the choice of a model are:•    Whether the model meets the goal of the business•    The accuracy of the model•    How reasonable the model is•    Performance and time it can take to build a model to make the right predictions.•    Scalability of the modelLogistic RegressionLogistic regression provides a probabilistic framework to receive more training data in the future that you want to be able to quickly incorporate into your model. Logistic regression can also help you comprehend the contributing factors behind the prediction.Decision treesDecision trees can easily handle feature interactions and they’re non-parametric, so you don’t have to worry about outliers. One drawback is that they don’t support online learning, so you have to rebuild your tree when new examples come up.Support Vector MachineSupport Vector Machine is a supervised ML technique that is broadly used in pattern recognition and classification problems.Naive BayesNaive Bayes is known to outperform even highly sophisticated classification methods and used for very large data sets.Neural networksIt is used to predict the class by establishing a link between neurons. With Neural networks, extremely complex models can be trained and utilized to perform unsupervised learning tasks, such as feature extraction from raw images or speech with much less human intervention.It is difficult to shortlist at first which algorithm will work best. Being able to combine and balance to solve a machine-driven problem is crucial and those who can do this add the most value. So consider all the points above to develop the right solution and at the end assess the performance of the algorithms to select the best one. 

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How to leverage Facebook Ads for your Business

These days it’s getting harder to reach audiences online as emails are going unopened, social media newsfeeds are getting more clogged for your update to be seen. One proven channel for reaching your audience, however, is Facebook ads. Because there are many ways to engage your social media audience with Facebook, you can maximize your reach and find new customers.Here’s how to leverage Facebook Ads for your Business:Set a GoalDon’t waste your valuable resources if you don’t have a particular goal in mind for your Facebook advertising campaign. What are you trying to achieve?-Send traffic to your website or landing page-Get more likes on your Facebook page-Get people to sign up for your newsletter-Generate salesSet a specific target for your goal so that you can measure against it.Choose the Best Ad FormatFacebook keeps expanding its ad offerings, making it more and more appealing to businesses.-Video Ads:  Over 100 million hours of video are watched on Facebook every day and that makes Facebook video ads even more compelling.-Slideshow Ads: If you don’t have the desire to create videos, try slideshow ads. They’re great for highlighting your product or services.-Canvas Ads: If you have a story to tell, use the multimedia ad format, Canvas. It’s great for engaging a mobile audience.-Photo Ads:  Photo ads appear on the right side of your news feed. Remember that only 20% of the ad can be text or it will be rejected by Facebook.-Boosted Posts: Amplify existing Facebook content with boosted posts to get it in front of your page’s fans as well as even more people.-Augmented Reality Ads: Here’s a very of-the-minute ad option: augmented reality (AR) ads. Users can, for example, try on a pair of glasses through the ad interface and their camera.Start with one and then try another to test out your campaign to see which is more impactful.Create Your OfferThis offer will tie into that goal you established. If you want more audience on your business page, create an offer that will entice them to click like on your page. Here’s an example:‘Click Like and get exclusive offers you won’t get anywhere else!’Note: use only one call to action per ad, otherwise you’ll confuse your audience, who don't know what you want them to do. Use words like click, visit, save, like, combined with a sense of urgency: limited time, now, instant.Set Your Target and BudgetOnce you’re in the Facebook ad dashboard, it’s quite easy to set up your ad. You’ll be asked who you want to reach with your ad. The more specific you are, the more successful your ad will be, so you need to know who your target audiences are. Facebook ads are usually pretty affordable. If you’re worried about spending too much, set a modest budget and carefully monitor results before you invest more.Assess ResultsFacebook has great monitoring tools. So keep tabs on how many people responded to your ad. They may not have made a purchase, which makes evaluating the ROI a bit tricky, but if you can assign a value to each action, you’ll have a sense of whether the investment was worth it or not.Facebook ads get you directly in front of the people you’re trying to sell to. They’re inexpensive and easy to modify as needed. Play around with them to see if they can help you increase revenues. For an in-depth understanding of Facebook ads, you could get in touch with our experts at [email protected] or call us at +91-98367-81929.    

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5 reasons to consider before developing a mobile application for your company

These days the scenario in which a business operates has become highly competitive which is why the industry leaders are continuously vying for ways to thrive in their sphere. Eyeing to make steady gains over time, they work diligently harnessing the power of technology along with prominent visuals. Research shows that the enterprise mobile app sector is expected to grow over $60 billion by 2020 and it also have a 3x higher readership level than the company intranet.We all have heard about the impact of having mobile apps and how that is beneficial for businesses in making digital innovation. However, not everything is either said specifically as to why modern businesses should invest in building mobile apps. So here are the six best reasons to help you validate why mobile apps are imperative for the success of your business-High user engagementOne of the main challenges business faces nowadays are to engage their customers.  Due to shrinking attention level, it is nearly difficult to grab the attention of the target customers. Thus business needs to find innovative ways to engage audience introducing user-friendly application development and target the right market to generate high ROI along with customer loyalty. Increase the chances of social sharingThe influences of social media mostly on Instagram, Facebook and Twitter have increased the chance of having access to these sites through mobile phones.  Though mobile apps it’s easier to share or recommend products or services in social circles. Also, your brand would appear in the news feed of others when someone ‘likes’ your product. Research showed that about 66% customer’s purchase behavior is greatly influenced by social media so once you compel them to buy your products, direct them on your mobile app for a smooth payment gateway. Mobile apps provide a quick solutionMost big players in the tech/IT industry have realized the benefits of having a mobile app for their business so they focus on providing a seamless experience to its users.  Mobile apps allow the users to have all sorts of information on products, prices, news feeds just at the touch on mobile screens. A smooth interface of an application saves a lot of time of the user and if the speed is synchronized then you will surely win all the glory and retain visitors in your website. It is known to all of us that mobile app’s page load faster than that of a website opened from a browser on your mobile device.Experience hassle-free purchase processDue to the rise of mobile wallets and UPI payment apps, mobile payments are surging worldwide at a fast pace. Therefore to ease the process of purchase if you integrate these products into your mobile app it would certainly lead to a much higher conversion rate. Get customer feedbackHaving a mobile app to record customer’s feedback will benefit you to gain deep insight into customers’ behavioral pattern which will help you to plan your campaigns effectively. This eliminates the need for conducting the manual surveys or getting reviews for your brand.There are manifold ways businesses can leverage mobile apps to their advantage. You need to be present where your customers are for generating revenue and to mark your footprint in the evolving digital world.