How Humans and AI Systems Can Work in Tandem to Mitigate Bias?

According to a data released by IBM, there are over 180 different human biases that have been classified and defined by experts. The report further states that any of these biases can affect the manner in which we take our decisions. This is exactly where AI based systems can come to our rescue. Students studying psychology should understand this concept more as this is going to be one of the most promising future careers in psychology that they can opt for. 

In fact, Artificial Intelligence with the theory of common sense/mind has the immense potential of benefiting our society in multiple ways. However, the biggest question is how an increase in realism, particularly in the mimicking of human form will result in increased acceptance and trust for AI devices among users. Alternatively, many also argue whether AI devices have the ability to tackle biases or not. Continue reading to discover how humans as well as AI systems can work in tandem to mitigate biases.

Developing AI Machines to Tackle Bias

The capabilities of AI machines are much dependent on the data you feed in them. As a matter of fact, bad data could contain gender, racial and even ideological biases. However, many AI-based machines will be trained with bad data, thus making it an ongoing issue. But, technology experts believe that biases can be easily tamed and in fact AI machines that are capable of tackling human biases will attain maximum success.

It must be noted that both machines and humans, in essence, look to avoid biases and thus prevent any kind of discrimination. In fact, as AI is being increasingly adopted, the problem of reducing bias in the AI systems is also being escalated. Bias in Artificial Intelligence based systems occur within the algorithmic or data model. Thus, as organizations come together to create AI systems that can be trusted, it’s important to develop as well as train these machines using data that isn’t biased. In fact, the need of the hour is to create algorithms that are easy to explain.

Mitigating Bias

It is crucial to constantly identify as well as mitigate bias in order to build trust and to ensure that these technologies will impact the society positively. In fact, researchers in organizations like IBM are focusing their efforts on developing automated algorithms that are capable of detecting biases. These algorithms are being adequately trained and created to mimic the anti-bias process in humans to facilitate decision making as well as for mitigating the inbuilt biases.

This also includes evaluating how consistently we (or AI systems) take decisions. In case there exists any difference within the solution selected for two distinct problems, even though fundamentally each situation is similar, then in such a case there can be bias against or a couple of non-fundamental variables. In terms of how human operate, this can emerge as xenophobia, racism, ageism or sexism.

Conclusion

To sum up AI practitioners and business leaders need to determine how AI can assist them to correct biases. They need to develop processes as well as practices for testing for and mitigating bias within AI machines. This can happen through conversations about the biases in human decision-making as well as by fully exploring how machines and humans can work together to mitigate biases.

To learn more about psychology of AI, check out – https://acadru.com/learning-modules/view/interpreting-machine-psychology. Acadru is a multi-disciplinary learning platform for senior school and college students to learn about unique topics, get project ideas, build skills, and learn about jobs and careers of the future.

Looking for a Great Bed and Breakfast, Isle of Wight, Shanklin!

There are many Bed and Breakfasts on the Isle of Wight and they vary from cost, family or adult only, gardens, pools and other amenities to enjoy and in style too. There are a lot of different considerations and what might be your perfect B&B might not be everyone’s but here is a look at some of the best rated on Trip advisor when looking for a bed and breakfast Isle of Wight, all are 5-star options and score perfect scores in location, cleanliness, value and service. With so many options on the Isle of Wight, we have also kept this article to the popular area of Shanklin.

Grange Bank House – 4 star Gold

The Grange Bank House is a great accommodation that caters more to adults as children under the age of 14 are not allowed. This makes a more ideal for guests who would like to get away from younger and noisier kids, romantic getaways, families with older children and adventurers ready to explore the island. Rooms are en-suite and the town and seafront are both easy to walk to. There are also great choices of restaurants and pubs to check out close by. It is a licensed Bed and Breakfast so can serve their guests a drink to relax at the end of a busy day with. Great for short or long stays it is very friendly and welcoming. It has free WiFi, board games and puzzles for rainy days, a shared lounge area and bicycle rental too.

Brooke House 4 star

At Brooke House, you get a charming and Victorian-style B&B Isle of Wight based. It has all the modern comforts though and has rooms ranging from singles, doubles, twins, triples and superiors.  The front patio offers a spot you can sit and people watch from or plan the next day of fun and adventure. Meals are freshly prepared using a lot of local produce and the atmosphere is informal and friendly. There is parking and should you want to leave your car you can head off on foot or take advantage of the public transport options close by. This is also an adult-only bed and breakfast and has WiFi, wake up service, complimentary toiletries and baggage storage too.

Keats Cottage 4 star

Just a 5-minute walk from the sea and overlooking the local theatre, Keats Cottage is a boutique-style bed and breakfast Isle of Wight located. It promises guests a home from home atmosphere with all rooms offering the typical modern amenities. Its name comes from the fact that the English poet John Keats stayed at the property in 1819. Enjoy homemade biscuits with Nespresso coffee machines a top-quality breakfast every morning using locally and organically sourced ingredients and home-made jams! A selection of books, DVDs and newspapers are available as is WiFi. Children and dogs are welcome.

The Fernbank

For a smaller and more intimate B&B Isle of Wight based, how about The Fernbank, a retreat guests appreciate when they are looking to have some peace. As well as offering breakfast, they also have a light menu available all day, great if you want to come back for a light lunch, or want a snack on a rainy day! Standards are high at The Fernbank with great service, a well-stocked bar and only the best in local produce. If you love the country house classic style and want somewhere to relax and retreat to this is a great place. It includes WiFi, off-road parking, and a heated indoor pool!

5 Pointers for Hiring a Quality Family Law Attorney in Grapevine

Living in a family with peace is a privilege few people enjoy. There are many family disputes that require external intervention for quality outcomes. Hiring a family law attorney in Fort Worth allows you to hold talks with people you dispute with in families to find good solutions. You can visit different law firms to interview the family law attorney in Grapevine and hire quality representation services. The pointers below will help you select the best lawyer to work on your family disputes in courts.

Working Experience and Level of Skills

Check websites and visit the offices of the lawyer you consider hiring and get information on their skills and working experience. The best lawyers have more years of a working giving different people representation services. Different cases give the family Law attorney chances to understand the different defense stands that allow clients to win cases. Compare information from the best law firms and hire lawyers offering a quality level of skills and experience representing a diverse client base.

Registration and Compliance with Standards

Check with local authorities managing services from law firms and ensure you hire lawyers complying with all regulations. Local authorities monitor and make standards for representation services to ensure all clients get quality services. Information on all child custody lawyers in North Richland Hills in the database of local authorities shows the credible lawyers you can hire to represent you for your family cases.

Terms and Conditions for Representation Services

Check terms of services in contracts lawyers provide during your consultation visit and ensure they provide flexible contracts for services. There are binding contracts that will cost you more on the services and checking the terms with the help of customer care teams in law firms gives you pointers to hire quality services. Check terms and conditions from more law firms and hire those giving you explanations on areas hard to understand and flexibility in areas you wish to make changes.

Customer Comments and Feedback

Using websites to research on the services of family lawyers gives you more information on the services to expect. Check the comment sections on the websites to get feedback from all customers on the representation services of the lawyers. Lawyers with quality services address problems their clients experience and they ensure the comments reflect their action on the bad comments. Compare feedback from many lawyers to hire those offering effective and winning services for your cases.

Scheduling for Meetings

After identifying the best lawyers, ensure you set your consultation meeting in time for better discussions on the cases. All lawyers have other activities and scheduling for the time in advance allows them to cover all areas in your case. Check for all available time and gather your information to talk more on the cases for better results. 

5 Tips for Hiring a Quality DUI Attorney in Midland

People facing DUI cases require representation services from the best Midland DUI defense lawyers. All firms have a lawyer specializing in traffic cases and comparing their features allows you to hire quality representation services. Comparing the skills and experience of the DUI attorneys in Midland directs you to the best service providers in the industry. You can compare the features of the lawyers offering the services with the tips below to find quality representation services for your case.

Details and Facts on the Cases

Plan and schedule for meetings with your lawyer to discuss all the areas in your case to get quality representation services. Ensure you set early meetings before your court time to discuss the facts and your best defense stand. Giving the Midland criminal defense lawyers all the facts enables them to find support points for you to win cases. Set the meetings and clear all the requirements with the law firms to make consultation process smooth and provide all evidence to support your case.

Registration of Lawyers

The law requires all lawyers to qualify and comply with regulations set to give quality representation services. Your criminal defense attorney in Midland requires a working permit from the local authorities and many displays their certificates and registration details in their offices. Ask for the certificates when you visit for consultation to get effective services. You can also confirm with directories in the offices of local authorities if you suspect the certificates and registration details lawyers present.

Specializing in Traffic Cases

Check all firms in your area to find lawyers specializing in traffic law and cases. Years of working on different cases provides the lawyers with quality defense plans. Compare experiences from specializing lawyers and general lawyers before selecting one to hire one offering winning services. There are cases where general lawyers can handle the process but more strong law suites require specializing lawyers.

Information on Traffic Lawyers

Select to work with lawyers who provide all relevant information you require hiring them. Many lawyers use websites and social media platforms to share facts on their professional history and qualifications. Visit the websites of the law firms to read facts on your lawyers. You can also a request for information from their offices when you are visiting for research and consultation.

Communication Channels from Law Firms

Hire lawyers from law firms offering clients different contact lines to reach out to the lawyers. You can communicate direct with your lawyer when you have new information that can help you win the case. Confirm if the contact lines work and call when you have questions or helpful information for your cases. The best law firms also offer facilities where you can leave a massage for your lawyer when they are not available to take your calls and inquiries. 

5 Tips for Hiring Home Painting Services

The results on construction projects and renovation activities come from the final construction stages. Companies specializing in delivering the painting services can make results come to life. Choosing the right service provider for exterior paint depends on the facts you have on experts in your area. Researching further into home painting companies allows you to make an informed decision on which company to hire and the following tips will help you select the best service provider.

Working Tools and Supplies

Check with the painting expert you hire on the equipment and supplies to find the best way to handle the process. Good painting companies have their supplies and equipment and only require the client to pay for the services. Visit stores for companies offering home painting services and view the products they have in their facilities. Only hire the experts with everything you need for the services and avoid companies that have to contract other people to supply paints and tools that increase the budget.

Location of Painting Companies

Check for the closest company to provide painting services for your home. Using the Google Maps allows you to identify all companies close to you for further research. Visit close companies to compare the other features to select effective service providers. There are companies offering free transportation services for distant customers and checking the information on advertisements and websites allows you to find the rare offers from painting companies you can use to get quality services.

Safety Gear and Insurance Cover for Workers

Work with companies giving all their workers safe working conditions. The teams need safety gear and tools when working on high exterior walls. Cranes and safety lines allow the teams to apply interior house paint without risking their lives. Check the details on the site and ensure all the workers get safety measures in place. Also ensure the companies provide a good health insurance for all workers.

Charges for Painting Services

Check prices from all the companies and select to work with affordable painting experts. Factors like experience of painters and location of their facilities will influence your budget and comparing the services with all important features allows you to hire affordable companies. Visit the websites and offices of the companies to find all the facts you need to hire affordable painting services for your home.

Package Diversity and Sample Results

Good painting companies give customers a sample of their services for clarification. Check with the experts and find out all the features of their services and select one matching your needs. Diverse companies will give you all painting services making the whole painting process cheaper. Compare different packages from all the best companies and contract one giving you effective packages and pocket friendly prices and durable results. 

5 Guides for Hiring St Albert Landscape Design Companies

Appearance of a home depends on the company offering landscaping designs and planning. Checking details from the experts in different companies allows you to select great companies from previous results and sample designs. You can compare features of companies majoring in St Albert 3D landscape designs and select one offering features you will afford and make your home a good-looking place. The guides below will help you hire quality companies to offer St Albert landscape designs for homes.

Working Skills and Experience

Hire companies with diverse experience working in different environments to develop quality skills. All companies store information on their services and they provide it for customers researching on their services. You can get the records on requests in the offices from the customer care teams or use the digital version on their websites. Compare results for St Albert Deck Design from the best companies in different environments and select one offering effective services.

Teams Handling Designing and Landscaping Services

Look for companies with enough people to handle your workload. Get an expert from the company you are planning to hire to estimate the ideal number of people to complete your work within your timelines. The St Albert Custom Deck Installation from companies with enough people ensure you have the exact results from the samples. Avoid working with companies that hire people on the working site.

Working Licenses and Compliance with Standards

Check registration details from the companies offering the services to work with legit service providers. Landscaping companies have to comply with standards set for customers to get quality services. People invest money in the process and local authorities ensure companies deliver quality results for their services. The best companies have their working permits and certificates on display on their websites and in their offices where customers can check and ensure they get services from legit companies.

Clearing Working Sites

Landscaping companies use several machines that will fill the space with dirt and ensuring the companies clear your home gives you quality results. Consult with the customer care team and ensure the companies clean the space they work on for quality results. Checking pictures and videos on the websites of the landscaping companies gives you an image of the services to expect from the companies you hire and where to direct complaints if the companies leave your space in a bad state.

Maintenance Services

Hire companies offering maintenances services in the service packages. Check the details of services from the companies when consulting with the expert and confirm all the other services they can offer. Working with diverse companies allows you to enjoy quality services for experts who understand your space. There are many things that can go wrong for hiring new companies for maintenance services.

Choosing the right securities attorney

It is really very important for you to choose the right securities attorney. For a financial investor it is one of the most crucial decisions. The process of securities arbitration is quite unique and in many cases very difficult to comprehend. In a case such as this the right securities attorney can make all the difference.

One of the reasons why it is so darn difficult is because your case happens to be a trial. Instead of a court it is held in a meeting room and the proceedings are formal and structured. Akin to a court trial you will find opening and closing statements, witness cross examinations and objections.

Your man, the qualified securities attorney will be having years of experience under his belt. You should go for a securities attorney who has handled hundreds of arbitration cases rather than one who is green about the gills. Think about it, when push comes to shove, you would rather have an experienced securities attorney in your corner than an inexperienced one.

With less qualified representatives you will often find them charging the same fee as the qualified securities attorneys. It is really a no brainer in this case as to whom you should hire. At the end of the day a significant portion of your fortunes would be tied up in the case and you will want nothing but the best representation.

Ways to locate a securities lawyer

• Talk with family lawyer for a referral: Your family lawyer would know of some expert securities attorneys. Request him to set up an appointment for you, since there is always a medium of trust between you and your family lawyer.
• Call your local bar association for a list of securities attorneys: your local bar association has a list of all registered attorneys. Call the bar association for a list of securities attorneys.
• Consult a local directory of attorneys: This is not necessarily the best choice because the lawyers have paid to be included in the directory.
• Check online for local attorneys: Trying an internet search for a securities attorney is not a bad option. Remember to be at your discerning best and you should be able to set up an appointment with a qualified securities attorney.

A good securities attorney knows his stuff darn well, thus do not hesitate to ask him as many questions as you feel necessary. This will set the ground for a successful association. May Law PC has the best securities lawyers. Look for Securities Law Firm, securities attorney for financial advisor, financial advisor attorney, attorney financial advisor, securities regulatory lawyers and Chicago Securities Attorneys.

How to find good trust attorney for your will and estate planning?

Planning later years of one’s life or security of the survivors after ones death is something people delay too much. According to a San Diego trust attorney life is very unpredictable and retirement planning and planning of needs like housing, income and health care of the survivors should be the priority of a person. It is always advisable to seek support and guidance from family trust lawyers when you sit down for will and estate planning. They not only have expertise and experience of such work but usually their fees is also modest.

Now the question is that out of plethora of lawyers, how to find good trust and estate planning lawyer? To help you in finding best trust attorney San Diego we have come up with some useful tips and tricks.

1. Firstly you can check with your friends, family, neighbours and work mates if they know some trust worthy attorney for will and estate planning. Wills and estates lawyer should have the expertise and experience of drafting living will. Like doctors lawyers also have their own field of specialisations. So make sure you collect at least three to five names of various trust lawyer.
2. You can also call lawyer referral service and ask for the names of at least three wills and estate planning lawyers who are not only registered with the bar council but also specialise in making living trust.
3. Now when you have names in your hands, you shall begin with your pre interview research work. Don’t call the attorneys then and there, on the contrary find information about them. Check out their registration with the bar council, their field of expertise, kind of clients they have dealt with and any negative review about the lawyer. If you find even one negative review then make sure you strike off that lawyer from the list and move to the next one.
4. After all the short listing it is time to schedule an interview with top three attorneys on your list. Make sure you find whether the attorneys offer free consultation or not. Attorney who charge for their consultation should be pushed back on the list and the ones who do not deduct the consultation fees from the total fees after the living will is made should be deleted from the list.
5. Now is the time to interview the attorney. Since you are going to reveal some very personal information to him, you should observe during the interview that you feel comfortable in the presence of the attorney rather than feeling intimidated or inferior.

How to expertly clean your home windows

Cleaning the windows in your home is not as easy as it looks. For best results you are advised to hire a professional window cleaning company which has the men and the experience to make a good job out of it. If you are bent upon achieving the same results yourself, here are tips on expertly cleaning the glass windows of your home.

You will require a bucket, a squeegee, a mop, a sea sponge and detergent. Make sure that all the implements are at hand when you start the window cleaning operation.

1. Fill the bucket: The bucket should be filled halfway with water. Ensure that you are using cold water because hot water will evaporate the water much too readily. Add a few squirts of detergent to the water; do not use too much detergent as the windows may dry out too quickly.
2. Use the wet mop: Once your mop is wet and thoroughly covered by detergent, use it to rub around the window until you are assured that all the stubborn dirt is removed completely. If there are any marks that cannot be removed by the mop, then use a little triple fine bronze or steel wool, a little elbow grease and lots of soapy water on the window.
3. The Squeegee: Hold the squeegee properly by placing your thumb half way between the side and the top of the handle. To properly use the squeegee you have to maintain a 45 degree angle whilst adding the proper amount of pressure to the glass. You have to find a balance, if you don’t press down hard enough all the water won’t be collected while pressing down too hard will make it difficult to move the squeegee freely.
4. Clean off the water: employ the squeegee to clean off all the extra water to the edges of the window. At first there might be some leftover marks in the middle of the window, as you get better with practice these watermarks will cease to appear. However it is a good idea to buy a micro fiber cloth to do away with any watermarks that appear.
5. Wiping the frames, tracks and sills: In order to have great looking finished windows, be sure to use a clean towel or the sea sponge to wipe the frames, tracks and sills because there will be dirty water from cleaning the windows that occupies the sills and the edges of the frame. Using the sea sponge will help to prevent runs and drips from taking place on the clean glass.

So there you are a guide to cleaning windows by yourself. We still suggest that you take expert help to complete this job. Western Glass Restoration is your go to company for all things glass. Look for glass restoration Los Angeles, window tinting, window replacement, window cleaning, scratch removal from glass and graffiti removal from glass.

All you want to know about various kind of electrical connectors!

An electrical connector is a devise used for joining electrical terminations in order to complete the electrical circuit. Usually electrical connectors consist of two components, one male component called plug and another female component called socket. As per the requirement of the devise in which the connector have been used, connection can be temporary, can be assembled or removed with the help of tools or it can be permanent connection.

There are various kinds of connectors available in the market.

1. Military grade connectors! Military grade connectors are usually used in industries like marine, aerospace, automotive and other heavy industries. These connectors have found n numbers of applications such as radar, navigation, communication equipment, guidance control in space, marine and airborne and so on. These connectors are very precise, accurate and reliable and meets high and stringent military standards. They are available in many shapes and sizes and are specially designed to meet the requirements of armed forces, naval ships, and war front and communication offices.
2. Gold plated connectors! Another commonly used connectors are Hermetic plating services where gold is used as contact coating. These connectors are specially used at places where you need low level signal voltage and high reliability. Protective gold coating can add to the margin of safety of the connector if it is a damaged connector and there have been no chance of repair or re-mate. These connectors can be easily used in highly corrosive environment. Though gold being soft metal, these connectors have low durability but hardness of gold and durability of the connector can be increased by adding a bit of nickel or cobalt in the gold. Performance of such connectors can be increased by using appropriate lubrication. Thickness of gold plating on the connectors depends on the application for which it is required.
3. Silver plated connectors! When we talk about Hermetic connector plating services then silver plating connectors are also commonly used. Though silver is expensive and unlike gold it also tarnish in air but there are few qualities which makes it fit for use in electrical connectors. Amongst all the ordinary metals, silver has highest connectivity. Apart from that it is a soft metal so at the time of mating the connectors it offer large contact area and low contact resistance. This consistent low contact resistance is a very important quality required for RF connectors. It is mainly because of the fact that any change in contact resistance will ultimately lead to increased SWR and attendant loss.