Interview with a Machine Learning Scientist: An Overview of the Field

Everybody speaks about ML nowadays. People think it's something amazing. In fact, the majority of work is spent on clearing, labelling, and structuring the data. In this post, I wish not to speak about the advantages of AI but name the pitfalls of ML implementation.

In the next section, I intend to share with you some tips for ML science beginners. Finally, there will be represented machine learning industry trends for 2021.

Interview with a Machine Learning Scientist An Overview of the Field

The success of machine learning

We can train the ML model to recognize dependencies in the large data sets. The volume of analyzed data can be so huge that human brains need much more time to investigate them. Quite often, the dependencies are not evident for the man. The machine collects multiple versions, calculates dependencies and similarities, and provides more precise deviation like clustering, categorization, or multi factoring analysis. It is not because the machine begins to think, it’s just the proper computation of dependencies between the data arrays. Just it's easy for the big calculator to recognize the patterns in large datasets.

The pitfalls of ML implementation

The most common misconception about ML is the assumption that we can build the correct machine model. Some guys want to spend hours creating a multi-faced model. Those who can program that kind of dream are rare, at least in the technology companies. At the same time, people talk about the impact of ML on human jobs. However, most ML algorithms are only matching rules, for example, applying a product's warranty, calculating taxes, categorizing the candidates, etc. As the algorithms just ally rank rules, and there is no relationship with the decision. That is the problem with many ML algorithms today that we can get false-positive and false-negative results.

Another pitfall lay in the cleanliness of the initial data. The manual correction of the database, dismissing some repetitions, cutting out anomalies lead to simplifying the calculation. But at the same time, it's changing the accuracy of the model training sets. As a result, work with fresh data brings us unsatisfied results.

Machine learning in 2021

Data's future in ML implementation: The scale of data mining is the essential factor that decides which ML technique to choose. But it is not sufficient to make the right choice. According to research done by IBM, only 4% of the data is appropriate for AI applications. The major limitation is the processing power: while most of the current GPUs' processing power exceeds the power of the human brain, it is not adequate for AI implementations. So, among the trends, I wish to mention the development of research-focused hardware, which can perform several deep learning tasks simultaneously.

ML for beginners

Machine learning can be implemented using C++, C#, Java, .NET, Python, R or Matlab. These languages are widely used to process a large amount of data, and ML model programming is one of them's standard tasks.

Alternatively, there are many frameworks, like TensorFlow, PyTorch, Keras, Spark ML, which have pre-trained models and can be utilized even with minimum programming knowledge. We call them no-code applications.

Additionally, there are many sources where you can gain access to the labelled datasets. Some of them are even totally free. A growing number of people prefer them, and it is becoming a common language in AI research. There is also a diverse community developing tools for each language. ML research is only becoming more popular. This is especially true for complex tasks. So, if you are interested in ML, you will be motivated to get the most significant source of information on the topic. 

Just you need to make the decision about what part of ML is the most interesting for you.
They are:
- programming languages for ML model constructions;
- no-code applications to work with pretraided data sets;
- mathematical statistics and analysis for the strong theoretical basis for ML modelling;
- work with deep learning nets, training them on the row data. 

You can find anything from beginner guides to advanced tutorials on youTube and in the social communities. I hope, I have managed to provide you with some information to help recognize the alternatives for getting started in this exciting field.

Profound Ways Technology is Helping the Deaf Community

According to WHO, 5 percent of the world population (446 million) has disabling hearing loss. Thirty-four million of these are children, and the remaining 432 million are adults. 

I was checking reviews of Spectrum Internet plans and Spectrum TV packages when I stumbled upon a review by a deaf subscriber (he had mentioned that in the review). This intrigued me to learn more about the deaf. Turns out most of them live in low or middle-income countries such as the Asia Pacific, South Asia, and Sub-Saharan Africa. 

Profound Ways Technology is Helping the Deaf Community

Hearing Loss vs Deafness 

Hearing loss and deafness are two different things. A person who isn’t able to hear and a person with normal hearing has a hearing threshold of 25 dB or better in both ears is considered an individual who has hearing loss. This loss could be mild, moderate, severe, or profound. It could affect one ear or both, leading to difficulty in hearing loud sounds or even conversational speech.

The people who experience “hard of hearing” have mild to severe hearing loss, and they can benefit from a hearing aid. The ones who have significant hearing loss might benefit from cochlear implants. On the contrary, the deaf are the ones with profound hearing loss, and they have little to no hearing. They rely on sign language to communicate. 

What Causes Hearing Loss or Deafness? 

Hearing loss or deafness can either be congenital or acquired. Let’s look at both these causes:

  1. Congenital hearing loss is the type that is either present at birth or acquired soon after birth. It could be hereditary, or some genetic factors such as complications during pregnancy can lead to this type of loss. These include low birth weight, infection, inappropriate use of a drug, birth asphyxia, etc.

  2. Acquired hearing loss is one that could occur at any age. Causes include infectious disease, use of certain meds, chronic ear infections, excessive recreational exposure to loud sounds, aging, etc.

Technology – A Game Changer for the Deaf and Hard of Hearing 

One of the biggest impacts of hearing loss or deafness on an individual is their ability to communicate with others. Fortunately, advances in technology have the potential to improve the quality of life of such individuals. Let’s have a look at the type of gadgets technology has introduced the deaf community to:

1: Handy Sign Language Translators 

Most people generally know how to communicate in sign language but sometimes, a deaf person can come across a person who doesn’t understand it. For situations like these, HandTalk exists. This sign language translator uses motion sensors inside a glove for translating signs to audio. This audio is played through a mobile device, making communication easier than ever!

2: Music for the Deaf

Thanks to technology, the deaf can enjoy music as well. For that, they have gadgets like Tactile. It comes with a spiky ball that pulsates with the rhythm of the music. The device looks like a fashionable iPod. You can feel the rhythm like any other human being.

3: Solar-Powered Aid

Hearing aids can be expensive, which makes it hard for citizens of third world countries to afford them and then bear the maintenance expenses in the form of replacement batteries. Thanks to technology, owning a hearing aid has become somewhat affordable. With technologies like SolarAid, the deaf can buy low-cost hearing aids powered by solar chargers (which are handheld). 

4: Better Amplification 

Although easy to use hearing aids are available to help people with hearing disability hear their surroundings better. However, technology has improved that. A great example of that is the SoundAMP app for iPhone. It boosts the volume of any audio coming into the user’s microphone. This allows the user to listen to the sounds in their surroundings through their headphones.

This app isolates certain tones and makes them louder/quieter, depending on the user’s preference. So instead of wearing or carrying a hearing aid, the user just has to use the app on their phone! 

5: Visual Platforms

Everyone has their say on social media, and so does the deaf community. All giant social media platforms including Facebook, Twitter, Instagram, Snapchat, TikTok, etc. have made it easier for deaf people to express themselves. They can do so using videos, memes, art, posts, photos, GIFs, and even text. 

Since the deaf are visual learners, the visual nature of social media platforms has positively affected education, work, communication, and so much more.

Related Article: Hybrid App Development You Need for Your Business

Hybrid App Development You Need for Your Business


hybrid app development for your business

Coming to however many clients as would be prudent is the significant contrast between any pointless application and a successful application. Half and half advancement is presented as a front line cross-stage that empowers applications for various working frameworks. Crossover App Development has a similar centre code for various stages that makes generally speaking advancement quicker and less expensive. The new highlights for crossbreed improvement are delivered for all stages simultaneously, giving all clients a similar encounter. 

Crossover improvement offers advantages to big business applications too. At the point when clients can get to the application from their gadgets, they appear to be more OK with the innovation and need less specialized help to deal with the application. What's more, organizations just run all the more easily. 


Pixarsart assembles cross-stage Hybrid App Development for organizations. With the tremendous involvement with serving an enormous customer base, we can proficiently consolidate the force of HTML5 improvement with the most recent cell phone systems to fabricate profoundly progressed local applications on all significant versatile stages including iPhone, Android, Windows and that's just the beginning. Our half breed portable application improvement group is incredibly capable and actually wise who construct inventive versatile applications utilizing crossbreed stage assisting clients with reducing down expenses, accomplish adequate opportunity to advertise conveyance and arrive at an enormous volume of the crowd. 


  • HTML5, CSS3 and JavaScript based Apps 

  • Cross-Platform Development 

  • Utilization Of Open Source Technologies 

  • Gives More Access to Device Features And Capabilities 

  • Downloadable and Installable Apps 

  • Improved Performance 

  • Profoundly Interactive User Interfaces 

  • Financially savvy 


HTML5 has been the most cutting edge innovation which permits organizations to assemble outwardly engaging, imaginative and upgraded versatile applications for cell phone gadgets. HTML5 innovation is offering incredible advantages to portable application stage. The versatile applications, which are constructed utilizing HTML5 innovation, are consistent with all significant portable stages, for example, iOS, Android, Blackberry, Windows and others, utilizing web unit giving local applications like insight. HTML5 gives awesome instruments to cross-stage advancement needs, offering clients the chance to utilize diverse portable stages accessible in a commercial centre. With everything taken into account, HTML5 innovation is a rich expansion in application improvement that is an extreme unifier and a favourable position for new companies. 


Pixarsart gives cutting edge portable applications to its customers and accomplices, with the reception of versatile application advancement arrangements utilizing HTML5 apparatuses. We have a group of experts who plans and creates cross-stage portable applications utilizing HTML5 to fabricate web applications and local versatile applications. Here at App Maisters Inc., we are utilizing a coordinated improvement philosophy to fabricate progressed HTML5 web and portable arrangements which will explicitly create to meet your particular business and client needs. 

Pixarsart has made a demonstrated and exceptionally adaptable commitment measure model that begins with a thorough evaluation of your business and innovation necessities to ensure the privilege HTML5 arrangement will be conveyed to you both rapidly and cost-adequately to address your business destinations and client's issues. 


  • Lift Visibility 

  • Alluring and Modern Visual Interface 

  • Savvy 

  • Different Platforms (iOS, Android, Blackberry, Windows and so on) 

  • Dependable and Secure 

  • Unified Code for Different Platforms

Smarter and Easier Ways to Keep an Eye on Employees with OgyMogy


Nowadays the trend is to work smart as it saves you energy and time. It’s important for employers too to work smartly so that employees can be productive and business can prosper. In business, employers need to monitor their employees to understand their working behaviour and their attitude towards the work. This includes watching their working habits and their communications closely. For a small business like a group of people, this can be done easily as they have a fewer number of employees but for large corporations and organizations, employees need to be monitored closely and smartly. This means tracking their devices, their communications, and their emails, and so on. So, let’s get to the point and see how OgyMogy can help you in handling the employees monitoring smartly.

Monitor Keystrokes

OgyMogy provides the best keylogger software for monitoring the keystrokes on the company’s devices. This kind of practice has been used by business owners for some time and it has been proved to be fruitful too. This feature is best for employers who want to keep a close eye on their employees’ activities as it lets you know about their online searches, their Skype communications, and their email contents, and so on. It’s the smartest way to monitor the activity of employees as it lets you in on a lot of things like how much time they are spending on doing work, to whom they are talking to, and what kinds of emails they are sending and to whom.

Track Passwords

All companies have confidential documents and information which needs to be protected. Most of these documents are handled by the company employees as they have to work on them. This means that these documents can be accessed easily by just accessing the personal computer devices of employees. To ensure the safety of these documents, employers can track the passwords of their devices to see whether they used a weak password or a strong password for locking their devices. This can be done by OgyMogy. The mobile tracker lets you crack the 

password on company devices so that you can see that employees are keeping the files safe or are misusing the files for their gains.

Remote Screen Recording

Are you curious about what your employees are doing and are they spending their working hours solely on projects? Well then you are in the right place and you have the right product as OgyMogy provides you the ability to record the monitors of your employees. It provides a different set of features along with remote screen recording. One of them is providing a short video of screenshots. This is efficient as seeing the videos can tell you everything about your employees. It can inform you about their online activities and can also notify you about any suspicious activity. Moreover, screen recording can also tell you about their call history and the content of their emails.

Track Password keystrokes

People are private about their accounts passwords or their pc passwords as they have personal stuff stored in them. Similarly, employees change the passwords of their company devices too so that only they can monitor their devices. But employees may use weak passwords for these devices to leak the confidential information to outsiders. OgyMogy tells you about all these things like whether the confidential documents are safely stored by employees or not and whether the employees are not using them for wrong purposes. It provides the best password keylogger app which can decode the passwords just by monitoring the keystrokes. This comes in handy in monitoring the employees as it can tell whether there are some weird applications on the personal devices of employees or whether confidential documents are not saved properly and are prone to viruses etc.

Listen to Phone Calls

You want to know who is calling your employees and to whom they are talking during office hours? Well, you have OgyMogy to monitor all the calls of your employees. It provides the best call recorder for you to listen to all calls of your employees to see whether they are planning something suspicious or are they just dealing with work.

These smart ways and this smart application can help you monitor your employees easily so just install OgyMogy and enjoy all the amazing features.

Previous Article: Why Bosses Need PC Spy Software For Their Employees?

Why Bosses Need PC Spy Software For Their Employees?

The employees play a significant role in the progress and advancement of an organization. So, their productivity matters a lot in business growth. A number of employers are having reservations over the productivity of employees, so this is a pressing issue which is needed to be addressed. 
The problem can be extensively addressed using pc spy software that can comprehensively track all the activities of employees over the computer screen. 

Problems of employers regarding their employees

Employers face a number of problems that are unfitting for the advancement of the business. These problems serve as a constraint in organizational development. 

  • Productivity issues

  • Cyber threats and attacks

  • Maintaining secrecy of business 

The most common issues are related to productivity, cyber threats, and business secrecy. 

A number of employees start involving in unproductive activities during working hours. The activities include streaming music and videos, chatting with friends and family, and using excessive social media that ultimately affects the business standing.

On the other hand, business secrets and confidentiality are some of the very significant elements that are needed to be protected. A number of cases suggest that the careless attitude of employees can rapture the confidentiality of the business.  

The most pressing problem for the employer is cyber threats these days. Cyber threats are widely increasing in no time. In 2019, more than four billion records were stolen from business devices and corporate databases.

Adding insult to injury, the same report established that businesses remain unaware of the activity for at least 206 days on average. 

So, the whole discussion needs to be summed up by proposing an embracing solution that can come to rescue the concerns of business owners.  

Using PC spy software for monitoring business computers – TheOneSpy

We have conducted an extensive exercise into finding embracing computer spy software for businesses. The solution that is best in this aspect is TheOneSpy, without any doubt. 

  • Mac OS 

  • Windows OS

  • No hint to target employee

TheOneSpy spies on all the activities that are taking place over the target computer and reflects them on the end-user’s registered device. The employer can know about the real-time happenings of the employee at any point of time. 

This all is done without any hint to the target employee. The software can be installed on the target device after getting physical access only once. The pc spy software can be installed on Mac and Windows operating systems. 

Salient features of TheOneSpy tracking software 

  • Mighty alarms feature of the app

The feature allows setting alarms on specific activities that are considered as unsuitable for the business. 

For example, the employer can mark some video streaming websites as unsuitable, and then every time employee starts browsing the same website, an alarm will notify the employer about the activity.

Read More: Mspy review

  • Assigning productive and unproductive tabs

This feature allows marking productive and unproductive tabs and activities over the target computer. 

The activities that are considered as favorable for business will be marked as productive, while the unsuitable activities will be marked as unproductive.

TheOneSpy software generates a log of all those productive and unproductive activities and shows the log to the employer for taking necessary action. 

  • Website blocking helps in coping with cyber threats 

All the websites that are taken as unsafe and insecure can be blocked to access from the business computer. 

These websites most commonly include insecure financial gateways that are the most common source of plotting viruses and cyber attacks on business devices. 

  • Capturing screenshots randomly

The employer can capture screenshots of the computer screen after defining the time period and frequency. Thus, the software will itself capture screenshots according to the desired frequency and timeframe. 

  • Browsing history monitoring

TheOneSpy allows spying on browsing history and other browser functions of the target computer. This way, the employer will get to know about the online activities of the employee. 

  • Spying on emails 

All the emails received and sent by the target employee can be viewed by the employer to protect the business. 


The problems of employers regarding their employees and business are discussed. The best way to protect the business is by using pc spy software, and TheOneSpy is best in living up to the expectations of employers. 

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