Trending March 2024 # Top 5 Hotels In Bhopal (2023 List) # Suggested April 2024 # Top 4 Popular

You are reading the article Top 5 Hotels In Bhopal (2023 List) updated in March 2024 on the website We hope that the information we have shared is helpful to you. If you find the content interesting and meaningful, please share it with your friends and continue to follow and support us for the latest updates. Suggested April 2024 Top 5 Hotels In Bhopal (2023 List)

District Bhopal

In terms of tourism, there are numerous tourist attractions in and around Bhopal. The city’s architecture is a mix of ancient and modern. Bhopal is situated in central India and is known for its natural beauty. Lakes and hills surround the town. Visitors can explore a variety of tourist attractions and also find a range of hotels in Bhopal to cater to their accommodation needs.

Hotels in Bhopal  #1 Madhuban Resort

This is among the finest Hotels in Bhopal. The Ratapani Wildlife Sanctuary’s lush forest surrounds Madhuban Resort, providing a real ecotourism experience. This resort offers a variety of lodging alternatives, ranging from elegant Swiss Cottages to camping tents, each offering a different panoramic perspective of the surrounding area.

Watch our Demo Courses and Videos

Valuation, Hadoop, Excel, Mobile Apps, Web Development & many more.

Address: Sarkanpur, Road, Dongri, Madhya Pradesh 466446

Map: Google Map

Price: Approx INR 4000

Check-Out Time: 10:00 AM



Luggage Storage

Room Service

Daily Housekeeping



Free Parking

24 hours security

How to Reach?

Bhopal train station is about 90 kilometers away and closest to the resort.

Bhopal airport is 95 kilometers from Rethi and is accessible via train from major cities. There are flights from major cities to Bhopal.

Nearby Attractions:

Ginnorgarh Fort (7.7 km)

Vindhyachal Mountain (11.5 km)

Bhada Bhada Waterfall (16.2 km)

Ratapani Jungle Safari (7.9 km)

Delawadi Waterfalls (12.6 km)

#2 Crescent Resort

The Crescent Resort allows you to relax to the fullest because it has practically every type of entertainment available, resulting in a fun and unforgettable visit. Spend some time during your visit to “The City of Lakes” at the Crescent Resort with loved ones.

Address: New, Sehore Bypass Rd, Sehore, Madhya Pradesh 466001

Map: Google Map

Price: Approx INR 4000

Check-in Time: 02:00 PM

Check-out Time: 12:00 PM


Room service

Laundry and dry cleaning

Free Parking

Free wifi


Swimming Pool


Gym Facility

Party Lawn

Play Area

How to Reach?

The resort is 45 kilometers from Bhopal Railway Station.

Bhopal Airport is 20 kilometers away, while Indore Airport is 180 kilometers away. There are direct flights from major cities to Indore.

Nearby Attractions:

Upper Lake (31 km)

#3 Nature Courtyard

Look only as far as Nature Courtyard if you’re seeking a charming Bhopal guest house. The location is excellent, tranquil, and peaceful, away from the hustle and bustle of the city while still being close to tourist attractions.

Address: court, Nature courtyard, Kachnar, Kerwa Dam Rd, near National Law Institute University, NLIU, Madhya Pradesh 462044

Map: Google Map

Check-In Time: 12:00 PM

Check-Out Time: 11:00 AM


Room service

Free wifi

Free Parking



How to Reach?

Bhopal train station is approximately 20 kilometers away from the resort.

Bhopal airport is approximately 30 kilometers from the resort.

Nearby Attractions:

EAGLE Point (800 m)

Kerwa Dam (4.7 km)

Kaliasot Picnic Spot (2.1 km)

#4 The Lake Bourbon

The Lake Bourbon is an excellent choice for those looking for an apartment in Kopal, Bhopal. This apartment is one of the most highly regarded Hotels in Bhopal. It is a couple-friendly hotel, so unmarried couples can easily stay here.

Address: Barkhedi kalan, Bhadbhada Road, Kopal, Bhopal, Madhya Pradesh 462044

Map: Google Map

Price: Approx INR 2000

Check-In: 12:00 PM

Check-Out: 11:00 AM

Swimming Pool

Free wifi

Free Parking





How to Reach?

Bhopal railway station is the closest to the resort, around 13 kilometers away.

Bhopal Airport is about 20 kilometers away from the resort.

Nearby Attractions:

EAGLE Point (1.8 km)

Kerwa Dam (5.8 km)

Kaliasot Picnic Spot (3.2 km)

Bhadbhada hills (3.2 km)

#5 Jehan Numa Retreat

Beautiful green carpets surround Jehan Numa Retreat, which shares its limits with Van Vihar Urban National Park, and also features a drive-through zoo. This magnificent resort offers a boutique escape with a rustic setting within the park’s beautiful flora.

Address: Vanvihar Rd, Van Vihar National Park, Near, Prempura, Bhopal, Madhya Pradesh 462002

Map: Google Map

Price: Approx INR 16000

Check-in Time: 12 PM

Check-out Time: 12 PM


Swimming Pool


Room Service




Fitness Centre

How to Reach?

The nearest railway station is roughly 11 kilometers from the resort, and it takes approximately 24 minutes to arrive by private or public transportation.

Bhopal Airport is the closest airport to the resort, located 17.5 kilometers away and easily accessible by both public and private transportation.

Nearby Attractions:

Van Vihar National Park (3.3 km)

Sair Sapata Bhopal (800 m)

State Museum of Madhya Pradesh (3.8 km)

You're reading Top 5 Hotels In Bhopal (2023 List)

Top Hotels In Brussels (Updated 2023)

City of Brussels

Brussels, the capital, and most densely populated region of Belgium, grew from a small rural settlement on the bank of river Senne to a major administrative hub in Europe. This city can also surprise you with its fascinating cultural attractions, fantastic restaurants, and amazing shopping areas.

Top Hotels in Brussels

Watch our Demo Courses and Videos

Valuation, Hadoop, Excel, Mobile Apps, Web Development & many more.

#1 Hotel Amigo

Hotel Amigo, located in the heart of Brussels, is one of the best luxury hotels in the city. Situated near the iconic Grand Place, it provides an accessible base to delve into the city. It has spacious and clean rooms, and bathrooms and serves amazing food.

Address: Rue de l’Amigo 1, 1000 Brussels, Belgium

Price: INR 37,000 – Approx

How to Reach: This hotel is four minutes away from Beurs (Brussels Metro), and 11 km away from Brussels Airport.

Nearby Attraction: Grand Place, SANDEMANs NEW Europe, WoodCutter – Urban Axe Throwing, and Enygma – Escape Room.

#2 The Dominican

Address: Rue Léopold / Leopoldstraat 9, 1000 Brussels, Belgium

Price: INR 18000 – Approx

How to Reach: It is three minutes away from De Brouckere (Brussels Metro) and 11 km away from Brussels Airport.

Nearby Attraction: Grand Place, illusion Brussels, Guild Houses, and SANDEMANs NEW Europe.

#3 Thon Hotel Bristol Stephanie

Situated in the throbbing Avenue Louise, which is also multicultural and arty, Thon Hotel Bristol Stephanie is one of the ideal hotels in Brussels for both businessmen and tourists. It provides huge rooms which are equally elegant and comfortable. This hotel provides facilities like a gym, sauna, amazing restaurant, and parking.

Address: Avenue Louise/ Louizalaan 91-93, 1050 Brussels

Price: INR 11,000 – Approx

How to reach: This hotel is seven minutes away from Louiza (Brussels Metro) and around 11 km away from Brussels Airport.

Nearby Attraction: Escape Hunt Brussels, Elisabeth Chocolatier (Louise), and La Patinoire Royale.

#4 Vintage Hotel Brussels

Vintage Hotel Brussels is a charming red brick building dating back to the early 20th century. Exhibiting typical Brussels architecture, it lies at the top of the town. This hotel offers a cozy patio terrace, a comfortable lounge, and an exquisitely decorated breakfast room. It provides you with a calm and serene evening experience after exploring the town throughout the day.

Address: Rue Dejoncker 45, 1060 Brussels – Belgium

Price: INR 10,000 – Approx

How to Reach: This hotel is three minutes away from Louiza (Brussels Metro) and 12 km away from Brussels Airport.

Nearby Attraction: Escape Hunt Brussels, Justice Palace (Palais de Justice), Tomahawk – Axe Throwing, and Upper Town – Haut de la Ville.

#5 Made in Louise

Address: Rue Veydt 40, 1050 Brussels, Belgium

Price: INR 8,000 – Approx

How to Reach: This hotel is nine minutes away from Louiza (Brussels Metro) and 12 km away from Brussels Airport.

Nearby Attraction: Tomahawk – Axe Throwing, Escape Hunt Brussels, Chamber Challenge, and La Casa del Habano.

#6 Novotel Brussels Airport

Novotel Brussels Airport, located in the center of Zaventem, is the perfect base for business trips. It is well-connected to Brussels Airport by a 24-hour shuttle. This hotel offers comfortable rooms for stay, modular meeting rooms, and a fitness center for rejuvenation.

Address: Leonardo Da Vincilaan 25, MACHELEN, 1831, Belgium

Price: INR 8,000 – Approx

How to Reach: This hotel is just 2 km away from Brussels Airport.

Nearby Attraction: The nearby attractions around Novotel Brussels Airport include the Atomium, Mini Europe, Brussels Expo, and the Grand Place.


Apart from the hotels we have given above, there are also a plethora of options. You just need to consider your needs and choose the one you need among the many hotels in Brussels.

Recommended Article

We hope that this EDUCBA information on “Top Hotels in Brussels” was beneficial to you. You can view EDUCBA’s recommended articles for more information.

Top Hotels In San Marino (Updated 2023)

San Marino, The Oldest City Top Best Hotels in San Marino #1 Hotel Titano

Hotel Titano, located in the heart of the city of San Marino, is one of the best hotels in San Marino. The hotel boasts elegant rooms with a balcony that is equipped with all the modern amenities like minibar, air conditioning, housekeeping, and complimentary toiletries to ensure a comfortable stay for its guests. The hotel offers valet parking, a bar, a banquet room, free Wi-Fi, and a taxi service.

Watch our Demo Courses and Videos

Address: Contrada Del Collegio 31, City of San Marino, 47890 San Marino

Price: The price of a room at Hotel Titano starts from €66 per night and can go up to €102 per night.

How to Reach: The nearest airport to Hotel Titano is Rimini, Federico Fellini Airport, which is located about 27 km away. The nearest railway station is Rimini, which is about 25.4 km away. The nearest bus stop is San Marino Bus Stop, which is located just a few minutes walk away from the hotel.

Nearby Attractions: Hotel Titano is located close to several popular tourist attractions in San Marino, including the Guaita, Museo di Stato, Piazza Della Libertà, and Mount Titan. The shopping centers near the hotel include C’È Centro Commerciale San Marino and GOE outlet.

#2 Grand Hotel San Marino

Address: Viale Antonio Onofri 31, City of San Marino 47890 San Marino

Price: The price of a room at Grand Hotel San Marino starts from €76 per night and can go up to €98 per night.

How to Reach: The nearest airport to Grand Hotel San Marino is Rimini, Federico Fellini Airport, which is located about 27 km away. The nearest railway station is Rimini Station, which is about 25 km away. The nearest bus stop is San Marino Bus Stop, which is located just a few minutes walk away from the hotel.

Nearby Attractions: Grand Hotel San Marino is located close to several popular tourist attractions in San Marino, including the Museo Della Totura, Piazza Della Libertà, Passo Delle Streghe, and the Cesta Tower. The nearby shopping centers in the area include C’È Centro Commerciale San Marino and GOE outlet.

#3 Hotel Bellavista

Hotel Bella Vista is located at a charming position in San Marino that offers a beautiful view of the Adriatic Coast. The hotel offers comfortable rooms and excellent services to its guests. Each room is equipped with flatscreen TV and a private bathroom. The other amenities provided by Hotel Bellavista include free Wi-Fi, free breakfast, and babysitting.

Address: Contrada Del Pianello 42, City of San Marino 47890 San Marino

Price: The price of a room at Hotel Bella Vista starts from €79 per night and can get up to €117.

How to Reach: The nearest airport to Hotel Bella Vista is Rimini Federico Fellini International Airport, which is located about 28.3 km away. The nearest railway station is Rimini Station, which is about 27.4 km away. The nearest bus stop is San Marino Bus Stop, which is located just a few minutes walk away from the hotel.

Nearby Attractions: Hotel Bella Vista is located close to several popular tourist attractions in San Marino, including the Passo Delle Streghe, Piazza Della Libertà, and Mount Titan. C’È Centro Commerciale San Marino is the only shopping center near the hotel Bellavista.


In conclusion, San Marino is a beautiful and historic country that offers travelers a variety of options when it comes to accommodation. The hotels in San Marino are well-equipped with modern amenities and offer excellent services to their guests. Staying in one of these hotels will not only provide you with a comfortable place to rest but also a convenient base from which to explore the surrounding areas. In addition to the comfort and convenience of staying in one of these hotels, San Marino also offers a peaceful and relaxed atmosphere. With its beautiful scenery, rich history, and excellent facilities, San Marino is the perfect destination for travelers of all types.

Top 5 Fintech Growth Ideas In 2023

What is Fintech?

FinTech stands for Financial Technology- sounds easy, right?

FinTech includes a large collection of goods, technology, and business units which are changing the financial services sector.

Or then again on the off chance that you give to some crusade or asset, or check your ledger articulation online-that is likewise FinTech.

Because of FinTech, you can without much of a stretch take a credit or insurance simply by using your telephone.

Global Investments in Fintech:

Buyers are adopting FinTech quick.

3 out of each 4 global shoppers across 27 significant economies utilize a cash move and installments FinTech administration.

India and China are ahead of the pack with the greater part of the shoppers of FinTech. The appropriation rate is 87% for both these countries.

This selection is by using administrations like cash moves, financial planning, borrowing and insurance administrations.

FinTech has made up for a shortcoming for individuals who don’t approach customary banking administrations. It is assessed that around two billion individuals worldwide don’t have financial balances.

Considering this immense interest, the leading business places of the world have moved to FinTech to investigate additional opportunities.

Albeit, in 2023, FinTech organizations saw investments drop by more than 33%, reaching 105.3 billion dollars.

A portion of the world’s greatest organizations like Apple and Google are going enthusiastic about FinTech as well. Apple has concocted Apple Pay and Google with GPay.

Growth of FinTech in India

The high growth pace of FinTech in India can be ascribed to the increase in the prevalence of computerized installments.

This growth began when the Indian government demonetized the 500 and 1000 rupee notes, back in 2024.

This move incited a many individuals and businesses to go credit only. I’m very certain you were one of them.

Demonetization behaved like rocket fuel for India’s FinTech space.

The reception of FinTech has been high to such an extent that in excess of a fifth of all investments in 2023 was into FinTech new companies. This investment remained at 3.2 billion dollars out of the 14.5 billion dollars, which was raised by the startup biological system back in 2023.

In 2023, India got 2.7 billion dollars in FinTech investments.

So much has been happening in the FinTech space; however a lot more should be finished.

FinTech Ideas For The Year 2023

Here are the top 5 FinTech ideas that are having great opportunities to dive deep into:

1. Alternative credit scoring

The FICO score FinTech organizations can trade out and foster frameworks which are options in contrast to the regular rating techniques.

Also read: Best 10 Semrush Alternative for 2023 (Free & Paid)

2. Alternative insurance underwriting

In the event that you have bought an online insurance strategy, you realize that your insurance charge is chosen by your age, and whether you are a smoker or a non-smoker.

In any case, imagine a scenario where you are an activity freak. For what reason would it be a good idea for you to pay a similar premium as your companion of a similar age who is a habitually lazy person? Is it true that he is bound to kick the bucket of diabetes than I am?

FinTech organizations can concoct calculations and frameworks that consider the way of life of an individual to determine his/her extra security premium.

Information points can be gathered from web-based media profiles, rec center enrollments and clinical records. These information points can be added to the customary information points to make it more quantifiable.

The summed up suppositions are obsolete in this day and age.

Carpe Data is one such FinTech organization which depends on intelligent and self learning calculations to get information from web-based media profiles, way of life indicators and clinical records to choose charges and customized terms and conditions.

3. Asset Management

Many mutual fund start-ups are offering zero commission platforms to their users.

But Fintech companies are going a step further. They are offering zero commission platforms for stocks trading as well and gathering data from the users.

This data is being passed on to higher frequency traders in their community, which results in an increase in the price of that particular asset.

Regulations for such practices differ from nation to nation. But this is something on the ascendency for sure, on which the FinTechs can capitalize further.

Mutual fund companies are dependent on investor’s banks for speedy registration of the One-Time-Mandate (OTM) for their monthly SIPs (systematic investment plans). This process is time consuming, especially if it is a public sector bank.

Cancellation of these one-time-mandates is also a cumbersome task. Many asset management companies and banks still rely on physical forms for carrying out this process.

Also read: How to Calculate Your Body Temperature with an iPhone Using Smart Thermometer

4. Transaction delivery

Data is the new gold. Many FinTech start-ups are offering free services just to gather information about the users.

For instance, a cost the executives application is allowing its clients to utilize cost the board benefits free of charge. However, simultaneously, it assembles all the information regarding the costs of the client.

This information can be imparted to other FinTech organizations, or partners to make a focused on deals technique.

Clients these days accept focused on and modified items as an extravagance. A ‘positive sentiment’ is connected with something that is modified distinctly for you among so numerous others.

FinTechs need to trigger these generosity suppositions within clients by customizing encounters for them.

5. Peer-to-peer lending

Shared (P2P) lending isn’t new to the finance world. Individuals have been borrowing cash from others for seemingly forever now.

FinTech organizations are coming up with stages facilitating distributed lending. The loan specialists are considered and pre-supported to stay away from income issues.

Also read: Top 10 Programming Languages for Kids to learn

Survival of the fittest

So, these are a few of the very best Fintech suggestions for the year 2023 and you may have already figured that FinTech is a lively business. Each day brings a fresh idea on the tableon someone else’s if none!

Top 5 Rpa Use Cases In Devops In 2023

DevOps is a set of practices that focus on automating and managing software and application development processes to ensure:

Faster product delivery

Consistent response to customers

Collaboration among software development and operations teams

However, DevOps struggles with several challenges due to the merging of two teams. These challenges include manual documentation, time-consuming manual testing, and difficulty moving from legacy systems to microservices.

In this article, we explore how RPA can tackle the top challenges faced by DevOps teams. 

1. Monitor DevOps infrastructure

DevOps infrastructure consists of different servers, networks, virtual machines, and platforms used for software development. RPA bots can automate several repetitive tasks in infrastructure management, such as:

Monitoring server connections and latency

Monitoring cloud storage utilization

Monitoring containers

Reporting misconnections

Benefit to DevOps team

Leveraging RPA to monitor DevOps infrastructure helps IT teams react quickly to issues, and avoid outages. RPA bots also create an audit log which can be used to analyze recurring errors in the infrastructure. 

2. Automate reporting

DevOps reports track the progress of software development, provide insights about the build and release pipeline, and enable developers to make data-driven decisions about the production process. RPA bots can automate DevOps reporting as they can generate reports about:

Infrastructure performance 

Recurring errors in processes

Incident response

Mean Time To Repair (MTTR) 

Benefits to DevOps team

3. Automate software testing

Software testing is an important step in DevOps. However, many tests are repetitive and time consuming. RPA bots can be programmed to perform numerous software tests without human intervention and report the results to the designated employee or team. Some tests which can be automated via RPA include:

Smokes tests

Unit tests

Integration tests

Visual regressions tests

User interaction tests

Benefits to DevOps team

Leveraging RPA to automate software testing increases testing coverage and accuracy, increases feedback speed, and provides better data insights.

See our article on automated testing to explore the frameworks, tools, and pros and cons of testing automation. 

4. Run cybersecurity tests

Before launching new software, DevOps teams run numerous cybersecurity tests to ensure that the software version is safe and protected against cyber threats. RPA bots can be programmed to run several types of cybersecurity tests due to their repetitive nature. Some of these tests include:

Cyber threat hunts

Penetration tests (pentest)

Breach and Attack simulations (BAS)

Vulnerability scans

Benefit to DevOps team

Leveraging RPA to automate app security tests ensures a fast and safe software launch, enables developers to track threats in real time, and creates an audit trail that helps analysts detect threat trends and vulnerabilities in applications before launch. 

Read in detail in our in-depth article about RPA use cases, benefits, and challenges in cybersecurity. 

5. Ensure compliance with regulations

There is a growing number of regulations surrounding software developments and releases that focus on data privacy, code transparency, and accountability. To avoid legal issues and lawsuits, organizations need to stay up-to-date about regulation changes, alter their internal policies, and notify relevant departments about the changes. RPA bots can ensure compliance in the DevOps department by:

Monitoring and regulating access to DevOps platforms and infrastructure

Verify DevOps’ event logs against existing regulations and policies to identify non-compliant processes.

Scrape regulation websites and news to identify changes in regulations.

Create audit logs of DevOps processes, system logins, and code modifications for further audit purposes. 

Benefit to DevOps team

Automating repetitive compliance processes reduces the time that DevOps teams need to spend on manual compliance tasks such as reporting and web scraping, ensures all team members are notified about regulation changes to avoid errors, and facilitates cooperation among legal, operations, and tech teams.

See our article on compliance automation to explore the top 5 use cases of RPA to ensure accurate and insightful compliance. 

For more on RPA

To explore RPA use cases in IT and back office processes, read our in-depth articles:

To get a better grasp of RPA technology, download our comprehensive whitepaper on the topic:

If you want to invest in an off-the-shelf RPA tool, check our data-driven list of RPA vendors to compare different features and benefits, and explore our hub of automation solutions.

And we can guide you choose the right tool:

This article was drafted by former AIMultiple industry analyst Alamira Jouman Hajjar.

Cem regularly speaks at international technology conferences. He graduated from Bogazici University as a computer engineer and holds an MBA from Columbia Business School.





Top 5 Sentiment Analysis Challenges And Solutions In 2023

Words are the most powerful tools to express our thoughts, opinions, intentions, desires, or preferences. However, they do not have the same meaning in all instances. Instead, the meaning conveyed is mainly shaped by the context. This complexity of human languages constitutes a challenge for AI methods that work with natural languages, such as sentiment analysis. 

Consider the following example:

Figure 1. Consumer feedback on a product

The consumer states in his review that he is content with the product, and his words can be classified as positive (e.g., “love,” “amazing,” and “long battery life”). However, in the fifth sentence, he says that his wife does not have similar thoughts. Instead, her sentiment regarding the product is negative (e.g., “too heavy”). So, how would the algorithm classify this review? As positive, negative, or neutral?

Here are the top five challenges of conducting sentiment analysis and how to solve them:

1. Context-dependent errors Sarcasm

People tend to use sarcasm as a way of expressing their negative sentiment, but the words used can be positive (e.g., “I am so glad that the product arrived in one piece!”). In such cases, sentiment analysis tools can classify the feedback as positive, which in reality is negative.

Solution: Determine the boundaries of sarcasm in the training dataset. For instance, researchers used a multi-head self-attention-based neural network architecture to identify terms that include sarcasm. It highlights the parts that have a sarcastic tone, then connects these parts to each other to obtain an overall score.


Although the emotional tone in some sentences can be very apparent and robust (e.g., “It was a terrible experience.”), the others are not easily classified as positive, negative, or neutral (e.g., “The service quality is not mentionable.”). So, the polarity of the statement cannot always be easily inferred by the algorithms.

Solution: Give polarity scores to the words in the training dataset so that the algorithm can classify the difference between statements such as “very good” and “slightly good.”


When words have more than one meaning (e.g., the head of the sales team vs. wearing an earbud hurts the head), then it becomes more challenging for the algorithm to differentiate what the intended meaning is. Thus, as the word is not evaluated in its context, the results of the analysis can be inaccurate.

Solution: Incorporate domain knowledge during text annotation and model training phases. It can help your sentiment analysis algorithms to differentiate between words that have different meanings in different contexts.

For more in-depth knowledge on sentiment analysis, feel free to download our comprehensive whitepaper:

2. Negation Detection 

Just because a sentence contains negation (e.g., no, not, -non, -less, -dis), it does not mean that the overall sentiment of the statement is negative. Current negation detection methods are not sufficient to classify the sentiment correctly. For instance, “It was not unpleasant” is a statement with negation and can be classified by the algorithm as negative, but it conveys a positive meaning. 

Solution: Train your algorithm with large datasets, including all possible negation words. A combination of term-counting methods that regard contextual valence shifters and machine learning methods is found to be effective in identifying negation signals more accurately.

3. Multilingual Data

Although English is the common language used worldwide, as companies grow, they engage with customers globally. This results in customers using different languages while providing feedback. However, the sentiment analysis tools are primarily trained to categorize the words in one language, and some sentiments may get lost in translation. This causes a significant problem, especially while conducting sentiment analysis on non-English reviews or feedback.

Solution: Design systems that can learn from multilingual content and can make predictions regardless of the language. For instance, you can use a code-switching approach that includes parallel encoders at a word and implements models such as deep neural networks. You can also check our article on multilingual sentiment analysis for a comprehensive account.

4. Emojis

Figure 2. The valence and arousal rates for the most used emojis

Emojis have become a part of daily life and are more effective in expressing one’s sentiment compared to words. However, as the sentiment analysis tools depend on written texts, emojis cannot be classified accurately and thus are removed from many analyses. In turn, one ends up with a noncomprehensive analysis.

Solution: Determining the emoji tags and implementing them into your sentiment analysis algorithm can improve the accuracy of your analysis. 

5. Potential Biases in Model Training

Although AI algorithms are powerful tools to make accurate predictions, they are trained by humans. This means that they inevitably reflect human biases in the training dataset in their results. For instance, if the algorithm is trained to label the sentence “I am a sensitive person” as negative and label the sentence “I can be very ambitionist” as positive, the results can be biased towards some people with emotional tendencies and may distinguish overly ambitious people.

Solution: Minimize bias in AI systems by conducting debiasing methods. For instance, you can detect the words in your dataset that might involve human bias and develop a dictionary for these words. This way, you can tag them and then compare the overall sentiment in the text with and without these tagged words.

To learn more about sentiment analysis, read our other articles:

If you think your company can benefit from sentiment analysis, check our data-driven list of sentiment analysis services.

Do not hesitate to contact us if you have any further questions:

Begüm Yılmaz

Begüm is an Industry Analyst at AIMultiple. She holds a bachelor’s degree from Bogazici University and specializes in sentiment analysis, survey research, and content writing services.





Update the detailed information about Top 5 Hotels In Bhopal (2023 List) on the website. We hope the article's content will meet your needs, and we will regularly update the information to provide you with the fastest and most accurate information. Have a great day!