Credits : Internetofbusiness


Diversified Chinese technology giant Baidu has launched a cloud-based tool, EZDL, that it claims makes it easy for anyone to design, build, and deploy artificial intelligence (AI) algorithms without writing any new code.

The modular tool is available online now in beta, and combines three basic machine learning types – image classification, object detection, and sound classification.

Baidu says the system is designed to open up AI development to small and medium-sized companies and non-experts.

To train a machine learning model, Baidu says that EZDL requires as few as 20-100 images and/or 50 audio files assigned to each label, and training may take as little as 15 minutes to an hour.

According to Baidu, potential applications for EZDL could include:

  • Image content identification: custom identification, showing business-specific image-recognition results
  • Industrial sorting: custom conveyor belt product identification, for sorting or quality-inspection purposes
  • Image censoring: custom image-censoring rules, such as identifying smoking during live broadcast – a telling comment, given China’s censorious online environment.

The company claims that more than two-thirds of models get accuracy scores higher than 90 percent, according to a report in Venturebeat.

However, beta users should be wary of an implicit problem with the system: up to ten percent inaccuracy. More, they should also consider the security implications of uploading images to an online AI tool.

Algorithms generated by EZDL can then be deployed in the cloud and accessed via an API, or downloaded in the form of an SDK that supports a range of different operating systems, including iOS and Android.

“Through our Global Business Unit, we are devoted to sharing Baidu’s core technologies, capabilities, and resources with the global community,” said Youping Yu, general manager of Baidu’s AI ecosystem division.

“It is our hope that by opening up the platform and democratising AI capabilities, we will help developers and businesses around the world achieve greater success.”

Internet of Business says

Modular development has been a major trend this decade, but Baidu’s system is merely the latest evidence of another trend: the democratisation of AI.

Just last week, for example, Microsoft released an AI Web design tool that can generate functional HTML from freehand sketches, while in August Gartner predicted that democratised AI will be commonplace over the next decade.

Gartner’s latest Hype Cycle research, which draws together insights on over 2,000 technologies, suggests that AI will be “virtually everywhere” within the next 10 years, but – significantly – it will be open to the masses, rather than being the sole, expensive preserve of large enterprises.

A range of factors will contribute to the emergence of mass-market AI, including cloud platforms, open-source projects, and the maker community, eventually “propelling AI into everyone’s hands”, according to the company.

Gartner’s research also says that AI-based Platform as a Service (PaaS) solutions, conversational AI, and deep neural networks are set to become enterprise technology staples, alongside mobile robots and driverless vehicles.

“Technologies representing democratised AI populate three out of five sections on the Hype Cycle, and some of them, such as deep neural nets and virtual assistants, will reach mainstream adoption in the next two to five years,” said Gartner research VP, Mike Walker.

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Credits : Techstory


Why would I need custom software development when I have an out of the box (OOTB) software readily made for my business? This question often pops up when companies are looking into solutions to streamline their operations.

Usually, software development companies have in-house teams that do both but these days, remote work has become extremely popular and there are more ways to hire programmers successfully. For example, there’s outsourcing, offshore software development, freelance, virtual teams, and more.

Anyways, let’s go deeper into the definition of an OOTB and custom software development.

Out of the Box Software

As the name suggests, an OOTB solution is simply readily made and catered for your business. It works immediately and should require minimal efforts to install it. An OOTB solution is usually meant for businesses with a standard operation process and it does not require much customization.

Custom Software Solution

A custom software solution is designed and developed specially for businesses with special needs. The software developed by the software developer should be unique and fit the needs of the business. It should also be customizable whenever the customer requires it.

Benefits of Out of the Box Software

When you need a solution for your standard business process, an OOTB solution might just be perfect for you. Let’s take a look at some of the benefits of the OOTB solution.

Minimal effort to set up: A solution made ready to go, businesses can deploy and use it quickly.

High availability: Essentially made to meet the industry’s demands. Hence, it’s an easy feat to find the right one for your operations.

FAQs: Expect to easily find answers to your questions with the large community using this solution. An excellent example of a large community would be SAP ©.

Minor customization: A quality OOTB solution should require minor customization due to their array of features.

Economical: Lower upfront cost due to the solution being made to sell.

Cons of Out of the Box Software

While this solution may be the ideal one for your business, you might not find certain features that you really need. Here are some drawbacks of using an OOTB solution.

Migration: As the templates in an OOTB solution are usually standard, the migration of information and processes from your existing system might prove to be time-consuming and tedious.

Lack of customization: With the standardization of UI/UX and features due to the general demand of the community, you may find some specific features that are essential to your business, missing.

Overcrowding features: Businesses may often find themselves using, let’s say 5/15 of the solution’s features. Redundant resources are often wasted due to non-usage.

Benefits of Custom Software

If you need much more than a standard software to match your business’ needs, this solution may just be your lifesaver.

Competitive edge: By using a solution that is catered perfectly to your business’ needs, you will outshine your competitors by delivering a higher value to your customers.

Customization: The main point of implementing this solution is to allow you to customize it in any way you want it. From interactive dashboards to inventory stocking, each detail can be altered to your liking. A good example can be found here.

API integration: Contrary to an OOTB solution, a custom software is extremely flexible. A professional software developer will be able to integrate third-party Application Programming Interface (API) into your custom software solution.

Agile software development: A method that is user-centric uses an incremental, iterative approach. Software developers will collaborate with you during the development process. Encouraging adaptive planning and improvement of the designing process.

Cons of Custom Software

While a custom software may sound ideal for your business, there are some limitations that you might face.

Costly: Developing a custom solution requires a sophisticated knowledge of coding and programming. Hence, to find a software developer suited towards your business may cost you a higher budget.

Deployment time: The time it takes to build one may vary according to various aspects. Compared to an OOTB solution, a custom one will take a longer time to develop and implement.

So, Which One Should I Choose?

While there are pros and cons to both the solutions, the ideal solution ultimately depends on your business’ requirement. Here’s my take on making the correct decision. Make a checklist to compare both solutions. Here are a few questions to ask yourself before deciding on the final one.

Do I need a high level of customization for my solution?

Can either of the software integrate my current APIs?
Which solution fits my budget?
Which solutions are my competitors using and how can I outperform them?
How can I find a good software developer?

How to Find a Good Software Developer

Okay, so now you’ve made your checklist and finalized on the solution. What now?

If you’re going for the OOTB solution, it’s no feat to find the more popular ones. You will find them usually having a large and active community on the web. The real nutcracker here is finding a good software developer for your custom software.

One of the recommended ways is to hire an in-house software engineer as you will be required to follow up closely with him/her on the project. It’s imperative to read through a software engineer resume as their skills may differ. Ensure that you hire the software engineer with the correct skill sets for your project.

Here’s a TL;DR list to make your life easier.

An out of the box (OOTB) solution is an ‘off-the-shelves’ solution catered to a business’ general needs.

A custom software is catered to businesses which require a high level of customization for their processes.

OOTB solutions are cheaper and quicker to implement with high availability and technical support.

OOTB solutions lack customization and integration.

Custom software is unique and customizable with seamless API integrations capabilities.

A custom software may cost more and take a longer time to implement as compared to OOTB.

Make a checklist to smoothen your selection process.

Pick a software engineer with the right skill sets for your requirements.

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Credits : Born2invest


Without an excellent UI or user interface, a website fails to deliver a better user experiencethat is crucial for the impending success of any business. However, keeping up with the latest and best UI and UX design trends as well as implementing them in web development, custom website development services face various challenges. They have to adapt according to changing realities and demands of the users. Now they have to visualize the importance and scope of UI and UX design in business websites. To obtain better results, web designers have to make significant efforts to create an entirely new and appealing website.

They have to look for best UI/UX design trends as well as layouts in mind to meet the needs of the customers. Here we present the best tops for web development with best UI/UX design.

1. Mobile friendliness

Well, you have certainly heard about responsiveness concept. It is the most significant part of offering a better user experience. As a UI and UX designer, you need to follow certain UI design principles and also consider the preferences and choices of the users. However, it isn’t necessary that all of the users can only access your site from their own desktops. They might access them on their mobile devices like tablets and smartphones. In this mobile age, the users like to access almost anything on their smartphones. Hence, when you are deciding to design a business website, you need to create mobile-friendly features. With this important addition to your own website, you can certainly see significant changes in the business results.

2. Using appealing images to attract user’s attention

We are quite aware that attractive layout, as well as content, significantly improve the user interactivity with the website. Images are another aspect which plays a vital role in achieving the user’s attention at first look. Hence, having unique images is among the best ways to get users attracted to your website. It also enhances the visual hierarchy as well as increases the users. You can easily manage it by inserting relevant text on the images that clearly mention the actual purpose and meaning of your business service.

3. Inserting a call to action

Web development isn’t only about creating and placing a great content or layout in it. It is how you can actually attract the visitors’ attention so that they can easily take advantage and benefits of your services. In this particular context, an appealing call to action (CTA) plays a key role in taking the customers to the relevant pages, which are on your website. An attractive CTA needs to be composed of compelling phrases or words for attracting the attention of the users and prompting them to take action. To achieve better user interaction, you can simply add words like “contact us,” “buy now,” etc. This appeals the users to take action instantly.

4. Improving page load time

The speed of the website is a crucial factor in the success of any website. In case you are worried about achieving a better conversion rate then you can’t simply ignore it. As a significant aspect of web development, the time to load a page is quite important. If your users find it quite slow as well as sluggish, then they can go to some other options which are easier to use as well as navigate, and leave your website.

As a web designer, you need to implement different speed enhancement tactics to improve the page load capability significantly.

5. Testing and improvement of UI

After the completion of the designing process, it is vital to test and improve its efficacy. To improve the user experience, a web designer needs to carry out user-interface testing. It also ensures that the functions of UI are properly identified as well as free from any kind of defects.

Along with this, it is important to include checking of different design elements like screen checking, utilizing different controls like toolbar, menu bar, fonts, icons, buttons, content, etc., to actually know whether they believe the input of the user or not, and where different corrections are duly required. A good custom software development company carries out exhaustive testing of UI to improve the user experience.

6. Importance of content

The vitality of right copy or content for your user interface can’t certainly be ignored. However, when it comes down to design, you have to make right and effective use of the space that is available to use and also ensure that whatever content you have added is certainly in line with the requirements of the audience. Hence, it isn’t just about the quantity of the content which matters, the quality of the content matters even more. Often, you need to make engaging and compelling content and also ensure that it actually offers vital information to your visitors and answers to different questions that they have. By breaking your content in headings, subheadings, small paragraphs, and highlighting, your viewers can easily scan the web pages. Hence, you need to make the content user-friendly.

7. Responsive design

With the growing importance and significance of responsive design, interface designing will be absurd if responsive design practices aren’t considered. As a UI designer, it is vital to know how efficiently you can design a responsive UI which utilizes flexible layouts, cascading style sheets, images, media queries and more. Therefore, for successful web development, it is important that you are aware of the best practices related to responsive web design and also follow it. It will assist you in offering your users with optimal experience across different devices.


Web development has transformed over the years. There are various new trends which are appearing when it comes down to UI and UX design. These trends are significantly redefining the web development in recent times. You need to consider mobile friendliness and responsive design of your website. Make sure that the content is relevant and page load time is low. Testing and improvement of UI need to be carefully done. Introducing the right call to action is vital to boost the conversion rates. All these tips will help you in becoming a successful web development company.

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Credits : Menafn


(MENAFN Editorial) Melbourne, VIC – LENEQ, a multinational company from Australia, provides a wide array of website design packages at cost efficient costs. Get innovative web design services from a plain and ordinary content website to the most complicated Custom Web Design, Web Development, WordPress Website, Mobile Application, SEO & SMO Development, E-commerce, Websites, Software Development, and more.

Leneq Pty Ltd ( ) offers different packages for different needs. For those small companies that need XHTML coding, homepage, and logo design, the company delivers it all. Clients might also add the services as per their business needs. They can select from the full range of packages to turn their websites the way they want it. The company knows the difference between a corporate and custom website and design as per the brand image. Whether the client prefers an e-commerce or CMS website, their packages offer it all.

Through website design packages at LENEQ, clients can get:

  • Web Development. The company has an expert marketing team who works to upraise their client’s business, boost traffic and improve online visibility.
  • WordPress Website. LENEQ offers a custom WordPress Website for any businesses with reasonable costs.
  • Mobile Application. Their app development services can offer the chance to reach customers on mobile.
  • Miscellaneous. They deliver each type of development services from making apps to websites or any development or design the client need.
  • Website Design. They provide their client to acquire their unique web design that is the most vital segment of the marketing and branding process of the business.
  • SEO & SMO Development. Leneq enables clients to achieve top rankings for favored search terms. They will also drive professional leads which are vital to assembling their business.

Apart from being user-friendly, LENEQ’s creations are easy to load and functional. The company is known to offer website design services which uncover opportunities and handle risks. With their innovative technology, they are helping international clients in designing informed and attractive websites at very affordable prices.’Leneq did excellent work. I required my site to be responsive, and they executed to perfection. They changed/added only the code that was necessary, expressed by mgronjaer from Thailand, one of the many satisfied clients of Leneq. Their website design packages are designed to provide end-to-end and cost-efficient service right from conceptuality to execution with a focus on improving output and capitalizing on business.


Along with several web design service packages, Leneq also offers Software Development, E-commerce Websites, Custom CMS Websites, Game Development and Blockchain & Cryptocurrency.

About Leneq:

Leneq is a multinational corporation based in Australia. Their platform has created more than 12,000 websites than ranges in WordPress from PHT to software. Leneq is a marketing leading company which concentrates on quality and not in quantity. Apart from Australia, they also have offices in India, and UAE and planning to expand in Canada, Switzerland, and the US. Currently, Leneq has more than 112 employees working for them.

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Credits : Bdaily


A decent design can represent the deciding moment of your web business. It’s the substance of your organization. Hence it’s critical that you stay aware of the patterns. In this universe of advancement, individuals want to follow trends.

It can be sustenance, style statement, or website architecture. While building up a site page, each designer puts his everything into it. Every web design company wants to get the best outcomes out of their exertion.

All they would need to do is to complete a little research directly. After which they can fuse the most recent plan slants in their outline. In this way, they can influence it to seem brand new.

Here is the rundown of most recent design inclines in web design. These are ones which you must consider in 2018. It will help you in choose the look and feel of your website page.

Figures and structures representing Geometry:

It is something that we contemplated in our school, and it hasn’t left us yet. With regards to configuration, individuals love actualizing these to make the outlines straightforward and noteworthy.

There are many Geometrical shapes accessible over the web. You can pick, snatch and apply them as per your choice. They incorporate level outlines and two-dimensional plans. It can make your site more attracting and engaging.

Graphical Plan Examples:

Visual Creators dependably think how to make the most out of the pictures. It is to make the site pages more appealing and unusual. Ordinary Photoshop fashioners alter the images with the slight adjustment from the open layouts.

However, it can establish a terrible effect on the client. With the assistance of Realistic outlining, you can make culminate Line-Expressions. It can help in catching more eyes on your website page.

You may have seen Line-expressions on a few sites like Medium. When we utilize Line-artistic symbols on a site page, they enhance the client’s visual experience.

You need to think about designing to be more mobile cordial:

Google indicates that large numbers of searching questions come from the mobile devices. So engineers can pack their bags and prepare to move to a new time of Innovation.

Google has specified a mobile index on the highest point in their list. Surely, you must be astonished to realize it. A suggestion to the web designers will be to make your site more mobile compatible. You can guarantee a consistent phone test of your site with Lambda Test’s emulator’s systems.

SVG/Cinema graphs:

In the high-definition world, nobody likes to see obscuring pictures on the sites. In this way, it’s an ideal opportunity to make your photos all the more evident. You can use more and more representation on your websites.

To make your images all the more intriguing, you should begin implementing Scalable Vector Graphics. There is a distinct advantage of incorporating such graphics in your site pages. It is that your pictures’ pixels won’t defragment when you enlarge it.

Cinema graphs are likewise a sort of similar picture. It makes a hallucination to the client. It gives them a feeling of watching games or videos. Cinema graphs enhance the visual execution.

People are using them in the majority of sites nowadays. The best thing about Cinema graphs is that they are accessible in all forms. You can find them in HD’s, SD’s, 4K and so forth.

Variegating Typographical Representation:

Variegating means using distinctive hues. Typography is likewise a crucial part. It may appear as though most do not consider it as that vital. However, originators ought to be exceptionally watchful and mindful while picking the correct text dimension.

They also need to be cautious about the typeface. You must think it as urgent to the web composition. The proper Typography will enable communication of messages. It will be those that you want to send on or be visible.

Your text area must be massive enough. The reason being it will use the void areas better, and it’s beautiful. You should not use the standard textual styles as they are constrained and indicate repetition. There must be some customization in your text dimension.

You need to focus on learning about the Machine:

It’s getting extremely stylish nowadays to use voice Pursuit in your website.AI and ML are working standard together. They are similar to use in some applications for Voice look like Siri.

It will change the manner in which we look at sites in 2018. Not only in recent years but also and in numerous years to come.

Network Arrangement and Designs:

Engineers are continually endeavouring to discover some ways which can make their work less demanding. Matrix web design is a similar sort of approach. It helps in putting different components on the page as there are numerous sections.

They are all available in the network format. A responsive app has various parts which modify as per the program.

Scroll over Impacts:

One thing that refuses to go from the patterns is the Impact of Parallax. Such an impact implements your effect with a three-dimensional view. It is when you navigate through your pages.

The aspect that you must stay from is long scroll over. It reveals to you the depth of intelligence of your material. It has an impact on your speed.

Mini Collaborations:

Well, now we should discuss how you express your emotions using Emoticons. Without really messaging somebody, you can clarify what you are attempting to state or communicate. You may have seen it happen when you long press the “Like” tab on FB.

It demonstrates a few Emoticons waving around on your screen. It feels great to see a variety of the emojis on your display. These small- associations are currently getting popular. They are changing the pattern in sites.


Individuals presently are hoping to influence their visiting and support to process over the web. They are more intuitive and smart. For that UX design services are utilizing exceptionally customized and savvy Chatbots.

They would react to your demand for administration over the site. Next time when you hear a lovely voice in a website, it is a Chatbot. You may believe that you are visiting with the genuine person.

However, most certainly it is not the case. Chatbots are making your site more responsive and intelligent. Furthermore, they return results speedier relatively.


These are a portion of the patterns that you can’t miss in 2018. They are the trends which every organization is looking to follow. It irrespective whether they are is it small, medium or large.

One thing is sure, to survive in the market, you must be innovative. Ideas must keep on cropping in for you. Hence, it is that much important to follow the trends.

Are you choosing to plan your site? Keep in mind to attempt these patterns. So, do it and watch out for the expanding activity on your site.

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Credits : Techgenyz


Do you find it quite troublesome to design and handle your website documentation and content? Docsie has been proven to be competent enough in providing the latest documentation and content to your website visitors. Now the good news is that Docsie isn’t that tricky to utilize, instead, you can quickly do it by entrenching a tiny part of JavaScript into the website. If you’re rummaging around the web to ascertain the working of Docsie then you’ve come to the right place.

Design your Product documentation

Are you wondering about the significant benefit of Docsie? There isn’t any doubt to say that product docs are its area of expertise. Within a short period, it can design amazing product docs and entrench the same to your website. Do you desire to get top-notch, dynamic, and user-friendly documentation? Welcome, Docsie can cater to your entire content-related requirement. In addition to this, plenty of top-class features are integrated into the same hence, boosting up its functioning and making it even better to utilize.

Develop privacy policy

It is undeniable that the most tiresome and tricky part of your website documentation is its terms of service, isn’t it? But no need to worry now as Docsie can assist you to design Terms of Service as well as dynamic and GDPR accepting the privacy policy. Furthermore, using this application, you can easily submit your TOS and privacy policy to the users in their preferred and known languages (sounds great, isn’t it?).

Static site content

Is static site content always your major concern? Be it the blog posts or generic articles, Docsie can aid you to entrench them on your web page in the easiest yet effective manner.

Dynamic content

Design dynamic content in Docsie that substitute pages derived from URL param utilizing the language module and version of the application. It mainly aids you to practice A/B test in multiple ways. Even if the users are having more than 50 A/B tests to execute, it can do all for you. What’s more? You can collaborate your documentation with Docsie by inviting the individuals you’re willing to share your content with.

Work with any platform

If you are searching out for an easy and free content management system that mainly operates with python, Java, PHP, and ruby, should be at the top of your priority catalogue. In spite of using your backend essential feature, the browser-based solution is especially known for rendering the content from a small piece of JavaScript file in the specific HTML file. This is one of the major reasons why it is flexible enough to work on diverse platforms regardless of the programming language. Besides that, the procedure also seems to be quite easy as you just need to design your documentation and content in the editor, select ‘publish’, and simply paste the entire JavaScript snippet into your HTML page. With the main aim of designing this system for the simple content management, you aren’t required to burn the midnight oil to understand its working.

What can you avail?

From aiding you to create those small blog posts and site content to make it easy for you to develop software documentation, Docsie can assist you to create the top-most web page content. Moreover, it creates Terms of service and privacy policy for your website and translates the content into multiple languages to make it reader-friendly, assists you to version your product documentation, and much more.

When you require documentation, you generally look out for a software doc template, install it, and modify the same to make it match your preferred doc design. Now the problem users might face while opting for this approach is that the maintenance of the documentation template becomes quite hard and burdensome procedure. That’s why people start searching the other options of the plain HTML document.

Docsie is potential enough to sort this issue with an ease. The users are required to design their product doc in the system, place a piece of JavaScript on their respective website, and that’s all! Your website’s doc will get automatically submitted.

The web-based solution supports multiple languages and thereby, the users can easily alter the language by modifying a get param on the site’s page. This will aid you to render your customers with their preferred language without handling various HTML files. That’s why Docsie is known for simple language translation.

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Credits : Baltimorepostexaminer


Web designers should have specific skills to make them stand out from the competition. If you are one or aspiring to be one of the best in the field, you need to understand the essentials of a successful website for website designers, and then acquaint yourself with these seven skills and so you can do them in your sleep.

1. Edit Photos

In the field of design, you have no choice but to deal with photos. It doesn’t even matter if you are in web design or any other field. You should know how to crop photos and clean them up to make it easier to work with them.

Minor image adjustments should also be part of your skills. Mastering one software is almost always enough since the layout is pretty much similar to other applications.

2. HTML and CSS Coding

Whether you are a developer or designer, coding is one of the basic things you should be able to do. You should be able to troubleshoot basic HTML and learn how to read and understand it.

Even without Googling, you should find a problem with the size, font or color in the HTML code. At the same time, you should be able to substitute styles in CSS. These skills will be helpful to you in the long run, not just in the field of design.

3. Write Headlines

It’s easier when you have an actual headline. This means that you need to have enough skill to string words together to combine it with the visual elements of the website.

While the headline you wrote might not be used in the final version of the website, it could be helpful during the creation process. One good reason is that it allows clients to get a feel of how much space is available for the actual headline.

4. Make Print Designs

Your title may be that of a designer, but there could be cases where you need to create printed applications. Business cards, fliers, and press releases should be print-ready, and you need to consider how all those things will look on paper.

One key difference between website design and print is on how the colors work. Some values like FF0000 will not work for printed material, and you have to stick to the basic cyan, magenta, yellow, and black color mixes.

5. Use Any Device to Navigate a Website 

A designer should be comfortable around phones and devices more than the average person. You need to be able to access the website even with an old device and show someone how to navigate it with ease.

Speaking of devices, here’s a helpful article for designing a mobile-first website.

6. Use Common Framework

When kicking off projects, you might have to use a website design framework, and there is nothing wrong with that. Unless you are a super developer, you should actually do so.

You might want to reinvent the wheel, but this is, in most cases, not the best idea. You need to have a website with a familiar feel, so it’s easier for clients to maintain it even when you are no longer working with them.

7. Know Which Trend to Use

You always need to keep up with the latest in the field and know which ones can be helpful to clients. You are not attracted to shiny new things, but you can suggest updates to improve results and help the client achieve the goal.


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Credits : Forbes


From punching cards in FORTRAN to writing distributed systems in Go, the discipline has remained fundamentally the same: think deeply about a problem, come up with a clever approach (i.e., algorithm) and give the machine a set of instructions to execute.

This method, which could be called “explicit programming,” has been integral to everything from the mainframe to the smartphone, from the internet boom to the mobile revolution. It has helped create new markets and made companies like Apple, Microsoft, Google and Facebook household names.

And yet, something is missing. The intelligent systems envisioned by early Computing Age writers, from Philip Dick’s robot taxi to George Lucas’s C-3PO, are still science fiction. Seemingly simple tasks stubbornly defy automation by even the most brilliant computer scientists. Pundits accuse Silicon Valley, in the face of these challenges, of veering away from fundamental advances to focus on incremental or fad-driven businesses.

That, of course, is about to change. Waymo’s self-driving cars recently passed eight million miles traveled. Microsoft’s translation engine, though not fluent in six million forms of communication, can match human levels of accuracy in Chinese-to-English tasks. And startups are breaking new ground in areas like intelligent assistants, industrial automation, fraud detection and many others.

Individually, these new technologies promise to impact our daily lives. Collectively, they represent a sea change in how we think about software development – and a remarkable departure from the explicit programming model.

The core breakthrough behind each of these advances is deep learning, an artificial intelligence technique inspired by the structure of the human brain. What started as a relatively narrow data analysis tool now serves as something close to a general computing platform. It outperforms traditional software across a wide range of tasks and may finally deliver the intelligent systems that have long eluded computer scientists – feats which the press sometimes blow out of proportion.

Amid the deep learning hype, though, many observers miss the biggest reason to be optimistic about its future: deep learning requires coders to write very little actual code. Rather than relying on preset rules or if-then statements, a deep learning system writes rules automatically based on past examples. A software developer only has to create a “rough skeleton,” to paraphrase Andrej Karpathy from Tesla, then let the computers do the rest.

In this new world, developers no longer need to design a unique algorithm for each problem. Most work focuses, instead, on generating datasets that reflect desired behavior and managing the training process. Pete Warden from Google’s TensorFlow team pointed this out as far back as 2014: “I used to be a coder,” he wrote. “Now I teach computers to write their own programs.”

Again: the programming model driving the most important advances in software today does not require a significant amount of actual programming.

What does this mean for the future of software development?

  1. Programming and data science will increasingly converge. Most software will not incorporate “end-to-end” learning systems for the foreseeable future. It will rely on data models to provide core cognition capabilities and explicit logic to interface with users and interpret results. The question “should I use AI or a traditional approach for this problem?” will increasingly come up. Designing intelligent systems will require mastery of both.
  2. AI practitioners will be rock stars. Doing AI is hard. Rank-and-file AI developers – not just brilliant academics and researchers – will be among the most valuable resources for software companies in the future. This carries a touch of irony for traditional coders, who have automated work in other industries since the 1950s and who now face partial automation of their own jobs. Demand for their services will certainly not decline, but those who want to remain at the forefront must, with a healthy dose of skepticism, test the waters in AI.
  3. The AI toolchain needs to be built. Gil Arditi, machine learning lead at Lyft, said it best. “Machine learning is in the primordial soup phase. It’s similar to database in the early ‘80s or late ‘70s. You really had to be a world’s expert to get these things to work.” Studies also show that many AI models are difficult to explain, trivial to deceive and susceptible to bias. Tools to address these issues, among others, will be necessary to unlock the potential of AI developers.
  4. We all need to get comfortable with unpredictable behavior.The metaphor of a computer “instruction” is familiar to developers and users alike. It reinforces the belief that computers do exactly what we say and that similar inputs always produce similar outputs. AI models, by contrast, act like living, breathing systems. New tooling will make them behave more like explicit programs, especially in safety-critical settings, but we risk losing the value of these systems – like AlphaGo’s “alien” moves – if we set the guardrails too tightly. As we develop and use AI applications, we need to understand and embrace probabilistic outcomes.

And hope the probability of AI takeover is near zero.

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Credits : Techworm


5 Best Programming Languages Web Developers Need to Know in 2018

Web development is a very interesting yet exciting career to choose. It has been observed that from past decade the need of web developers has raised from 40% than ever before. Yes, it is true. Due to the advancement of internet technology many small businesses have joined this world wide web facility to give a boost to their business. One of the most integral aspects of web development is web programming that is achieved with the help of programming languages.

Now there are lots and lots of programming languages to try. So I have provided you with the list of top 5 Best Programming languages for web development. But before that, we must be clear about the term web development.

What is Web Development?

It is the process used for creating the websites which can range from creating a simple single webpage to hundreds of complex websites. A website is basically a collection of web pages and a webpage contains all the information that needs to be displayed on the internet to the user. In order to display that information web developers use various programming or markup languages which are used by browsers to display the content. In order to pursue web development as a profession, one of the most important things that you will need to consider is having expertise in programming languages.

There are technically 2 Types of web development:-

  1. Front-end Development
  2. Back-end Development

Front-end Development stands for that type of development which is visible to the user and has to work on the user side only. It basically belongs to every beautiful website template you see on the internet. We also call this client-side development. Languages involved in front-end development are HTML, CSS, Javascript etc.

Back-end Development stands for that type of development which is not visible to the user. In simple words, it handles all the data which has to be processed by the server provided by the user in order to return some result. For instance, if you search any query on google search bar then that search bar is made by a front-end developer but the working is done by back-end developer. Like if you search Barak Obama on google then the way to provide you with the relevant result is pre-coded by the back-end developer of google.

Programming languages for web development.

1. CSS

The term CSS stands for Cascading Style Sheets is rather a markup language similar to HTML. With the help of HTML and CSS, we can design the stunning websites.CSS allow a developer to decide and define how a web page or a website will eventually look or how it will appear to the visitors of the web platform. For instance, the use of elements like font-size,font-family,text-align makes a webpage look very beautiful to the eyes. But we should always remember that CSS alone can’t make a webpage functional we have to use other languages too.

2. Javascript

A front-end language used for creating and developing websites, desktop apps and games. This language is capable of achieving several things including controlling the browser, editing content on a document that has been displayed, allowing client-side scripts to communicate with users and also asynchronous communication. One of the best advantage for you to learn this language is that this is one of the few programming languages that are accepted and supported by all the major browsers without the need of any compilers or plug-ins. Also, JavaScript supports functional and object-oriented programming styles too. JavaScript is important even if your heart is set on server side development; the components, data structures and algorithms apply to almost every other language.

3. PHP

The term PHP stands for Hypertext Preprocessor which is a server-side programming language. It is also known by the server-side scripting language. It is most suitable for server-side programming that has server tasks being repeatedly performed when the website development process is on. PHP is open source and fast prototyping language. It is compatible with UNIX based Operating System as well as Windows Operating System. PHP is mostly used in startup businesses, advertising apps, and small software organizations. It is one of the most preferred back-end programming languages to learn as well.

4. Ruby

Ruby is a dynamic programming language developed in the year 1993. It is widely used for the creation or programming of mobile apps and websites. This open source platform is not only simple to understand but also easy to write as well. But if you are a developer who wants to learn Ruby, then you will also have to equip yourself with the knowledge of Ruby on Rails. Twitter and Basecamp use Ruby.

5. Python

Python is a highly used and all-purpose programming language which is dynamic in nature. Its dynamic nature makes it very popular among full stack developers as well. Being dynamic in nature means that as a developer we can write and run the code without the need of a compiler. Some of the apps that are powered by Python are Rdio, Instagram, and Pinterest. Besides this, some other web platforms that are supported by Python are Google, NASA, YAHOO etc. The goal of the developers of this language was to make it fun to use one. The developers worked on the language in such a way that it could reduce upon premature optimization.

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You might think that Rust is only meant to be used for complex system development, or that it should be used where security is the number one concern. Thinking of using it forweb development might sound to you like huge overkill. We already have proven web-oriented languages that have worked until now, such as PHP or JavaScript, right?

This is far from true. Many projects use the web as their platform and for them, it’s sometimes more important to be able to receive a lot of traffic without investing in expensive servers rather than using legacy technologies, especially in new products. This is where Rust comes in handy. Thanks to its speed and some really well thought out web-oriented frameworks, Rust performs even better than the legacy web programming languages. In this tutorial, we’ll see how Rust can be used for Web Development.

This article is an extract from Rust High Performance, authored by Iban Eguia Moraza.

Rust is even trying to replace some of the JavaScript on the client side of applications, since Rust can compile to WebAssembly, making it extremely powerful for heavy client-side web workloads.

Creating extremely efficient web templates

We have seen that Rust is a really efficient language and metaprogramming allows for the creation of even more efficient code. Rust has great templating language support, such as Handlebars and Tera. Rust’s Handlebars implementation is much faster than the JavaScript implementation, while Tera is a template engine created for Rust based on Jinja2.

In both cases, you define a template file and then you use Rust to parse it. Even though this will be reasonable for most web development, in some cases, it might be slower than pure Rust alternatives. This is where the Maud crate comes in. We will see how it works and how it achieves orders of magnitude faster performance than its counterparts.

To use Maud, you will need nightly Rust, since it uses procedural macros. As we saw in previous chapters, if you are using rustup you can simply run rustup override set nightly. Then, you will need to add Maud to your Cargo.toml file in the [dependencies] section:

maud = "0.17.2

Maud brings an html!{} procedural macro that enables you to write HTML in Rust. You will, therefore, need to import the necessary crate and macro in your or file, as you will see in the following code. Remember to also add the procedural macro feature at the beginning of the crate:

extern crate maud;
use maud::html;

You will now be able to use the html!{} macro in your main() function. This macro will return a Markup object, which you can then convert to a String or return to Rocket or Iron for your website implementation (you will need to use the relevant Maud features in that case). Let’s see what a short template implementation looks like:

fn main() {
    use maud::PreEscaped;
let user_name = "FooBar";
let markup = html! {
html {
head {
title { "Test website" }
meta charset="UTF-8";
body {
header {
nav {
ul {
li { "Home" }
li { "Contact Us" }
main {
h1 { "Welcome to our test template!" }
p { "Hello, " (user_name) "!" }
footer {
p { "Copyright © 2017 - someone" }
println!("{}", markup.into_string());

It seems like a complex template, but it contains just the basic information a new website should have. We first add a doctype, making sure it will not escape the content (that is what the PreEscaped is for) and then we start the HTML document with two parts: the head and the body. In the head, we add the required title and the charset meta element to tell the browser that we will be using UTF-8.

Then, the body contains the three usual sections, even though this can, of course, be modified. One header, one main section, and one footer. I added some example information in each of the sections and showed you how to add a dynamic variable in the main section inside a paragraph.

The interesting syntax here is that you can create elements with attributes, such as the meta element, even without content, by finishing it early with a semicolon. You can use any HTML tag and add variables. The generated code will be escaped, except if you ask for non-escaped data, and it will be minified so that it occupies the least space when being transmitted.

Inside the parentheses, you can call any function or variable that returns a type that implements the Display trait and you can even add any Rust code if you add braces around it, with the last statement returning a Display element. This works on attributes too.

This gets processed at compile time, so that at runtime it will only need to perform the minimum possible amount of work, making it extremely efficient. And not only that; the template will be typesafe thanks to Rust’s compile-time guarantees, so you won’t forget to close a tag or an attribute.

Connecting with a database

If we want to use SQL/relational databases in Rust, there is no other crate to think about than Diesel. If you need access to NoSQL databases such as Redis or MongoDB, you will also find proper crates, but since the most used databases are relational databases, we will check Diesel here.

Diesel makes working with MySQL/MariaDB, PostgreSQL, and SQLite very easy by providing a great ORM and typesafe query builder. It prevents all potential SQL injections at compile time, but is still extremely fast. In fact, it’s usually faster than using prepared statements, due to the way it manages connections to databases. Without entering into technical details, we will check how this stable framework works.

The development of Diesel has been impressive and it’s already working in stable Rust. It even has a stable 1.x version, so let’s check how we can map a simple table. Diesel comes with a command-line interface program, which makes it much easier to use. To install it, run cargo install diesel_cli. Note that, by default, this will try to install it forPostgreSQL, MariaDB/MySQL, and SQLite.

For this short tutorial, you need to have SQLite 3 development files installed, but if you want to avoid installing all MariaDB/MySQL or PostgreSQL files, you should run the following command:

cargo install --no-default-features --features sqlite diesel_cli

Then, since we will be using SQLite for our short test, add a file named .env to the current directory, with the following content:


We can now run diesel setup and diesel migration generate initial_schema. This will create the test.sqlite SQLite database and a migrations folder, with the first empty initial schema migration. Let’s add this to the initial schema up.sql file:

CREATE TABLE 'users' (
  'password' TEXT NOT NULL,
  'email' TEXT UNIQUE

In its counterpart down.sql file, we will need to drop the created table:

DROP TABLE `users`;

Then, we can execute diesel migration run and check that everything went smoothly. We can execute diesel migration redo to check that the rollback and recreation worked properly. We can now start using the ORM. We will need to add diesel, diesel_infer_schema, and dotenv to our Cargo.toml. The dotenv crate will read the .env file to generate the environment variables. If you want to avoid using all the MariaDB/MySQL or PostgreSQL features, you will need to configure diesel for it:

dotenv = "0.10.1"
version = "1.1.1"
default-features = false
features = ["sqlite"]

version = "1.1.0"
default-features = false
features = ["sqlite"]

Let’s now create a structure that we will be able to use to retrieve data from the database. We will also need some boilerplate code to make everything work:

extern crate diesel;
extern crate diesel_infer_schema;
extern crate dotenv;
use diesel::prelude::*;
use diesel::sqlite::SqliteConnection;
use dotenv::dotenv;
use std::env;
#[derive(Debug, Queryable)]
struct User {
username: String,
password: String,
email: Option,

fn establish_connection() -> SqliteConnection {
let database_url = env::var("DATABASE_URL")
.expect("DATABASE_URL must be set");
.expect(&format!("error connecting to {}", database_url))

mod schema {

Here, the establish_connection() function will call dotenv() so that the variables in the .env file get to the environment, and then it uses that DATABASE_URL variable to establish the connection with the SQLite database and returns the handle.

The schema module will contain the schema of the database. The infer_schema!() macro will get the DATABASE_URL variable and connect to the database at compile time to generate the schema. Make sure you run all the migrations before compiling.

We can now develop a small main() function with the basics to list all of the users from the database:

fn main() {
    use schema::users::dsl::*;
let connection = establish_connection();
let all_users = users
.expect("error loading users");

println!("{:?}", all_users);
This will just load all of the users from the database into a list. Notice the use statement at the beginning of the function. This retrieves the required information from the schema for the users table so that we can then call users.load().

As you can see in the guides at, you can also generate Insertable objects, which might not have some of the fields with default values, and you can perform complex queries by filtering the results in the same way you would write a SELECT statement.

Creating a complete web server

There are multiple web frameworks for Rust. Some of them work in stable Rust, such as Iron and Nickel Frameworks, and some don’t, such as Rocket. We will talk about the latter since, even if it forces you to use the latest nightly branch, it’s so much more powerful than the rest that it really makes no sense to use any of the others if you have the option to use Rust nightly.

Using Diesel with Rocket, apart from the funny wordplay joke, works seamlessly. You will probably be using the two of them together, but in this section, we will learn how to create a small Rocket server without any further complexity. There are some boilerplate code implementations that add a database, cache, OAuth, templating, response compression, JavaScript minification, and SASS minification to the website, such as my Rust web template in GitHub if you need to start developing a real-life Rust web application.

Rocket trades that nightly instability, which will break your code more often than not, for simplicity and performance. Developing a Rocket application is really easy and the performance of the results is astonishing. It’s even faster than using some other, seemingly simpler frameworks, and of course, it’s much faster than most of the frameworks in other languages. So, how does it feel to develop a Rocket application?

We start by adding the latest rocket and rocket_codegen crates to our Cargo.toml file and adding a nightly override to our current directory by running rustup override set nightly. The rocket crate contains all the code to run the server, while the rocket_codegen crate is actually a compiler plugin that modifies the language to adapt it for web development. We can now write the default Hello, world! Rocket example:

extern crate rocket;

fn index() -> &'static str {
"Hello, world!"

fn main() {
rocket::ignite().mount("/", routes![index]).launch();

In this example, we can see how we ask Rust to let us use plugins to then import the rocket_codegen plugin. This will enable us to use attributes such as #[get] or #[post] with request information that will generate boilerplate code when compiled, leaving our code fairly simple for our development. Also, note that this code has been checked with Rocket 0.3 and it might fail in a future version, since the library is not stable yet.

In this case, you can see that the index() function will respond to any GET request with a base URL. This can be modified to accept only certain URLs or to get the path of something from the URL. You can also have overlapping routes with different priorities so that if one is not taken for a request guard, the next will be tried.

And, talking about request guards, you can create objects that can be generated when processing a request that will only let the request process a given function if they are properly built. This means that you can, for example, create a User object that will get generated by checking the cookies in the request and comparing them in a Redis database, only allowing the execution of the function for logged-in users. This easily prevents many logic flaws.

The main() function ignites the Rocket and mounts the index route at /. This means that you can have multiple routes with the same path mounted at different route paths and they do not need to know about the whole path in the URL. In the end, it will launch the Rocket server and if you run it with cargo run, it will show the following:

If you go to the URL, you will see the Hello, World! message. Rocket is highly configurable. It has a rocket_contrib crate which offers templates and further features, and you can create responders to add GZip compression to responses. You can also create your own error responders when an error occurs.

You can also configure the behavior of Rocket by using the Rocket.toml file and environment variables. As you can see in this last output, it is running in development mode, which adds some debugging information. You can configure different behaviors for staging and production modes and make them perform faster. Also, make sure that you compile the code in --release mode in production.

Future releases also look promising. Rocket will implement native CSRF and XSS prevention, which, in theory, should prevent all XSS and CSRF attacks at compile time. It will also make further customizations to the engine possible.

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