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If you are a system administrator or a developer, you know how important it is to manage multiple servers remotely. One of the most popular ways to do this is by using SSH, or Secure Shell. SSH is a secure protocol that allows you to connect to a remote server and execute commands as if you were sitting in front of the machine. In this article, we will discuss the ssh run command feature, which allows you to execute a single command on a remote server without having to log in.

What is SSH Run Command?

SSH Run Command is a feature of the SSH protocol that allows you to execute a single command on a remote server without having to log in. This feature is useful when you need to perform a quick task on a remote server, such as checking the disk space or restarting a service.

SSH Run Command works by passing the command as an argument to the ssh command. When you execute the ssh command, it establishes a secure connection to the remote server and executes the specified command. Once the command is executed, the connection is terminated.

How to Use SSH Run Command

Using SSH Run Command is straightforward. To execute a command on a remote server, you need to use the following syntax:

ssh user@hostname command

Here, user is the username you want to use to log in to the remote server, hostname is the hostname or IP address of the remote server, and command is the command you want to execute.

For example, if you want to check the disk space on a remote server with the IP address, you would use the following command:

ssh [email protected] df -h

This command logs in to the remote server with the username user and executes the df -h command, which displays the disk space usage in a human-readable format.

Related Concepts and Methods SSH Key Authentication

When you use SSH to connect to a remote server, you have two options for authentication: password authentication and SSH key authentication. Password authentication requires you to enter a password every time you log in to the remote server, while SSH key authentication uses a public-private key pair to authenticate you.

SSH key authentication is more secure than password authentication because it eliminates the need to transmit passwords over the network. To use SSH key authentication, you need to generate a public-private key pair on your local machine and copy the public key to the remote server.

SSH Config File

The SSH config file is a configuration file that allows you to customize your SSH connections. You can use the SSH config file to set default values for options such as the username, hostname, and port number.

The SSH config file is located at ~/.ssh/config on Linux and macOS, and %userprofile%.sshconfig on Windows. Here is an example SSH config file:

Host myserver Hostname User user

This configuration sets the default values for the myserver host. Now, you can use the following command to connect to the server:

ssh myserver Conclusion

SSH Run Command is a powerful feature that allows you to execute a single command on a remote server without having to log in. This feature is useful for system administrators and developers who need to manage multiple servers remotely. By using SSH Run Command, you can save time and increase your productivity.

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A Comprehensive Guide To Pandasai


Generative AI and Large Language Models (LLMs) have brought a new era to Artificial Intelligence and Machine Learning. These large language models are being used in various applications across different domains and have opened up new perspectives on AI. These models are trained on a vast amount of text data from all over the internet and can generate text in a human-like manner. The most well-known example of an LLM is ChatGPT, developed by OpenAI. It can perform various tasks, from creating original content to writing code. In this article, we will look into one such application of LLMs: the PandasAI library. Guide to PandasAI can be considered a fusion between Python’s popular Pandas library and OpenAI’s GPT. It is extremely powerful for getting quick insights from data without writing much code.

Learning Objectives

Understanding the differences between Pandas and PandasAI

PandasAI and its Role in data analysis and Visualization

Using PandasAI to build a full exploratory data analysis workflow

Understanding the importance of writing clear, concise, and specific prompts

Understanding the limitations of PandasAI

This article was published as a part of the Data Science Blogathon.


PandasAI is a new tool for making data analysis and visualization tasks easier. PandasAI is built with Python’s Pandas library and uses Generative AI and LLMs in its work. Unlike Pandas, in which you have to analyze and manipulate data manually, PandasAI allows you to generate insights from data by simply providing a text prompt. It is like giving instructions to your assistant, who is skilled and proficient and can do the work for you quickly. The only difference is that it is not a human but a machine that can understand and process information like a human.

In this article, I will review the full data analysis and visualization process using PandasAI with code examples and explanations. So, let’s get started.

Set up an OpenAI Account and Extract the API Key

To use the PandasAI library, you must create an OpenAI account (if you don’t already have one) and use your API key. It can be done as follows:

Sign in to your account.

Select View API keys from the dropdown.

Create a new secret key.

Copy and store the secret key to a safe location on your computer.

If you have followed the above-given steps, you are all set to leverage the power of Generative AI in your projects.

Installing PandasAI

Write the command below in a Jupyter Notebook/ Google colab or a terminal to install the Pandasai package on your computer.

pip install pandasai

Installation will take some time, but once installed, you can directly import it into a Python environment.

from pandasai import PandasAI

This will import PandasAI to your coding environment. We are ready to use it, but let’s first get the data.

Getting the Data and Instantiating an LLM

You can use any tabular data of your liking. I will be using the medical charges data for this tutorial. (Note: PandasAI can only analyze tabular and structured data, like regular pandas, not unstructured data, such as images).

The data looks like this.

Now with the data in place, we will need our Open AI API key to instantiate a Large Language Model. To do this, type in the below-given code:

# Use your API key to instantiate an LLM from pandasai.llm.openai import OpenAI llm = OpenAI(api_token=f"{YOUR_API_KEY}") pandas_ai = PandasAI(llm)

Just enter your secret key created above in place of the YOUR_API_KEY placeholder in the above code, and you will be all good to go. Now we can analyze our data and find some key insights using PandasAI.

Analyzing Data with PandasAI

PandasAI mainly takes 2 parameters as input, first the dataset and second a prompt which is the query or question asked. You might be wondering how it works under the hood. So, let me explain a bit.

Executing your prompt using PandasAI sends a request to the OpenAI server on which the LLM is hosted. The LLM processes the request, converts the query into appropriate Python code, and then uses pandas to calculate the answer. It returns the answer to PandasAI, then outputs it to your screen.


Let’s start with one of the most basic questions!

Question: What is the size of the dataset? prompt = "What is the size of the dataset?" pandas_ai(data, prompt=prompt) Output: '1338 7'

It’s always best to check the correctness of the AI’s answers to ensure it understands our question correctly. I will use Panda’s library, which you must be familiar with, to validate its answers. Let’s see if the above answer is correct or not.

import pandas as pd print(data.shape) Output: (1338, 7) Output

The output matches PandasAI’s answer, and we are off to a good start. PandasAI is also able to impute missing values in the data. The data doesn’t contain any missing values, but I deliberately changed the first value for the charges column to null. Let’s see if it can detect the missing value and the column it belongs to.

prompt = '''How many null values are in the data. Can you also tell which column contains the missing value''' pandas_ai(data, prompt=prompt) Output: '1 charges'

This outputs ‘1 charge’, which tells that there is 1 missing value in the charges column, which is absolutely correct. Now let’s try imputing the missing value.

prompt = '''Impute the missing value in the data using the mean value. Output the imputed value rounded to 2 decimal digits.''' pandas_ai(data, prompt=prompt) Output: 13267.72

It imputes the missing value in the data and outputs 13267.72. Now the first row looks like this.

Age Average  BMI06432.97613615232.93603425832.71820036132.54826146232.342609. Generally, BMI values greater than 30 falls in the range of the obese category. Therefore, the data shows that people in their 50s and 60s are more likely to be obese than other age groups.

Question: Which region has the greatest number of smokers? prompt = '''Which region has the greatest number of smokers and which has the lowest? Include the values of both the greatest and lowest numbers in the answer. Provide the answer in form of a sentence.''' pandas_ai(data, prompt=prompt) Output: 'The region with the greatest number of smokers is southeast with 91 smokers.' 'The region with the lowest number of smokers is southwest with 58 smokers.'

Let’s increase the difficulty a bit and ask a tricky question.

Question: What are the average charges of a female living in the north?

The region column contains 4 regions: northeast, northwest, southeast, and southwest. So, the north should contain both northeast and northwest regions. But can the LLM be able to understand this subtle but important detail? Let’s find out!

prompt = '''What are the average charges of a female living in the north region? Provide the answer in form of a sentence to 2 decimal places.''' pandas_ai(data, prompt=prompt) Output: The average charges of a female living in the north region are $12479.87

Let’s check the answer manually using pandas.

north_data = data[(data['sex'] == 'female') & (data['region'] == 'northwest'))] north_data['charges'].mean() Output: 12714.35

The above code outputs a different answer (which is the correct answer) than the LLM gave. In this case, the LLM wasn’t able to perform well. We can be more specific and tell the LLM what we mean by the north region and see if it can give the correct answer.

prompt = '''What are the average charges of a female living in the north region? The north region consists of both the northeast and northwest regions. Provide the answer in form of a sentence to 2 decimal places.''' pandas_ai(data, prompt=prompt) Output: The average charges of a female living in the north region are $12714.35

This time it gives the correct answer. As this was a tricky question, we must be more careful about our prompts and include relevant details, as the LLM might overlook these subtle differences. Therefore, you can see that we can’t trust the LLM blindly as it can generate incorrect responses sometimes due to incomplete prompts or some other limitations, which I will discuss later in the tutorial.

Visualizing Data with PandasAI

So far, we have seen the proficiency of PandasAI in analyzing data; now, let’s test it to plot some graphs and see how good it can do in visualizing data.

Correlation Heatmap

Let’s create a correlation heatmap of the numeric columns.

prompt = "Make a heatmap showing the correlation of all the numeric columns in the data" pandas_ai(data, prompt=prompt)

That looks great. Under the hood, PandasAI uses Python’s Seaborn and matplotlib libraries to plot data. Let’s create some more graphs.

Distribution of BMI using histogram prompt = prompt = "Create a histogram of bmi with a kernel density plot." pandas_ai(data, prompt=prompt)

The distribution of BMI values somewhat resembles the normal distribution plot with a mean value near 30.

Distribution of charges using boxplot prompt = "Make a boxplot of charges. Output the median value of charges." pandas_ai(data, prompt=prompt)

The median value of the charges column is roughly 9382. In the plot, this is depicted by the orange line in the middle of the box. It can be clearly seen that the charges column contains many outlier values, which are shown by the circles in the above plot.

Now let’s create some plots showing the relationship between more than one column.

Region vs. Smoker prompt = "Make a horizontal bar chart of region vs smoker. Make the legend smaller." pandas_ai(data, prompt=prompt)

From the graph, one can easily tell that the southeast region has the greatest number of smokers compared to other regions.

Variation of charges with age prompt = '''Make a scatterplot of age with charges and colorcode using the smoker values. Also provide the legends.''' pandas_ai(data, prompt=prompt)

Looks like age and charges follow a linear relationship for non-smokers, while no specific pattern exists for smokers.

Variation of charges with BMI

To make things a little more complex, let’s try creating a plot using only a proportion of the data instead of the real data and see how the LLM can perform.

prompt = "Make a scatterplot of bmi with charges and colorcode using the smoker values. Add legends and use only data of people who have less than 2 children." pandas_ai(data, prompt=prompt)

It did a great job creating a plot, even with a complex question. PandasAI has now unveiled its true potential. You have witnessed the true power of Large Language Models.


The responses generated by PandasAI can sometimes exhibit inherent biases due to the vast amount of data LLMs are trained on from the internet, which can hinder the analysis. To ensure fair and unbiased results, it is essential to understand and mitigate such biases.

LLMs can sometimes misinterpret ambiguous or contextually complex queries, leading to inaccurate or unexpected results. One must exercise caution and double-check the answers before making any critical data-driven decision.

It can sometimes be slow to come to an answer or completely fail. The server hosts the LLMs, and occasionally, technical issues may prevent the request from reaching the server or being processed.

It cannot be used for big data analysis tasks as it is not computationally efficient when dealing with large amounts of data and requires high-performance GPUs or computational resources.


We have seen the full walkthrough of a real-world data analysis task using the remarkable power of the PandasAI library. When dealing with GPT or other LLMs, one cannot overstate the power of writing a good prompt.

Here are some key takeaways from this article:

PandasAI is a Python library that adds Generative AI capabilities to Pandas, clubbing it with large language models.

PandasAI makes Pandas conversational by allowing us to ask questions in natural language using text prompts.

Despite its amazing capabilities, PandasAI has its limitations. Don’t blindly trust or use for sophisticated use cases like big data analysis.

Thank you for sticking to the end. I hope you found this article helpful and will start using PandasAI for your projects.

Frequently Asked Questions (FAQs)

Q1. Is PandasAI a replacement for pandas?

A. No, PandasAI is not a replacement for pandas. It enhances pandas using Generative AI capabilities and is made to complement pandas, not replace them.

Q2. For what purposes can PandasAI be used?

A. Use PandasAI for data exploration and analysis and your projects under the permissive MIT license. Don’t use it for production purposes.

Q3. Which LLMs do PandasAI support?

A. It supports several Large Language Models (LLMs) such as OpenAI, HuggingFace, and Google PaLM. You can find the full list here.

Q4. How is it different from pandas?

A. In pandas, you have to write the full code manually to perform data analysis while PandasAI uses text prompts and natural language to perform data analysis without the need to write code.

Q5. Does PandasAI always give the correct answer?

A. No, it can occasionally output wrong or incomplete answers due to ambiguous prompts provided by the user or due to some bias in the data.

The media shown in this article is not owned by Analytics Vidhya and is used at the Author’s discretion. 


Understanding Interactive Connectivity Establishment (Ice): A Comprehensive Guide


In today’s digital world, seamless communication is crucial for businesses and individuals alike. Interactive Connectivity Establishment (ICE) plays a pivotal role in ensuring reliable connections across the internet.

This article will take you on a journey through the inner workings of ICE, demystifying its purpose and applications in network security and real-time communication. Join us as we explore this cutting-edge technology that has revolutionized how people connect online, providing enhanced network stability and improved user experiences. Ready to become an ICE expert? Let’s dive right in!

What is Interactive Connectivity Establishment (ICE)?

Interactive Connectivity Establishment (ICE) is a networking technique that allows communication between two nodes across the Internet, using Session Initiation Protocol (SIP) and Media Optimization with ICE Enablement in Mobile and Remote Access (MRA) endpoints by enabling Network Address Translator (NAT) traversal.

Definition and Purpose

Interactive Connectivity Establishment (ICE) is a versatile networking technique designed to establish and optimize connections between two nodes on the internet. By leveraging ICE, communication applications can overcome challenges presented by Network Address Translators (NATs), firewalls, and other obstructions that may hinder connectivity. The primary purpose of ICE is to enable seamless peer-to-peer communication while providing optimal media transmission with minimal latency in real-time communications.

At its core, ICE employs two fundamental protocols

Session Traversal Utilities for NAT (STUN) and Traversal Using Relays around NAT (TURN). While STUN assists devices in discovering their public IP addresses when behind a NAT firewall, TURN functions as an intermediate relay server that ensures successful data transfer even in scenarios where direct connection isn’t possible. As specified in RFC 5245 and RFC 8445, this robust technique enables Media Optimization with ICE Enablement for Mobile and Remote Access endpoints. In essence, the implementation of the ICE protocol promotes efficient data exchange by effectively navigating through intricate network structures without compromising security or performance.

How it uses STUN and TURN to enable NAT traversal?

Interactive Connectivity Establishment (ICE) uses two different protocols, STUN and TURN, to enable NAT traversal. STUN stands for Session Traversal Utilities for NAT and is used to discover the public IP address of a user’s network. This information is then used by ICE to help negotiate connections with remote endpoints.

TURN, which stands for Traversal Using Relay NAT, acts as a fallback solution when direct peer-to-peer communication isn’t possible due to restrictive firewalls or other reasons. TURN allows media streams to be relayed through a third-party server that both endpoints have access to. This helps ensure that real-time communication can occur even in challenging networking environments.

Together, STUN and TURN allow ICE to facilitate effective NAT traversal between almost any pair of devices over the internet. By providing more options for connectivity and helping users overcome geographic barriers in networking setups, ICE enhances overall network performance while ensuring smoother online experiences for end-users.

Advantages and benefits of ICE Understanding ICE protocol

The ICE protocol utilizes the Offer/Answer Model, ICE Agent, and Candidate to enable NAT traversal in different network types through the use of an ICE Checklist.

Offer/Answer Model

The Offer/Answer model is a key component of the ICE protocol. It’s an exchange mechanism that enables two endpoints to negotiate and agree on communication protocols, codecs, and other parameters needed for successful communication. In this model, one endpoint (the ‘offerer’) sends a message listing its supported options to another endpoint (the ‘answerer’). The answerer responds with its own list of supported options, as well as selecting the best option from the offerer’s list.

For example, suppose Alice wants to call Bob using WebRTC. She will send an offer containing her preferred media codecs such as audio or video formats along with some other negotiation parameters like bandwidth preferences over the internet. Bob receives it and replies back with his available media capabilities in response to Alice’s request by comparing it against Alice’s requested codec resources needs then negotiating mutually compatible terms between themself.

The Offer/Answer Model plays an essential role in establishing connectivity between different network types and allowing endpoints behind NATs and firewalls to communicate seamlessly across the Internet. By ensuring that both parties can understand each other’s capabilities and select appropriate settings, this process reduces latency while enhancing network security during real-time peer-to-peer communications over UDP-based communication protocols like SIP or WebRTC.”

ICE Agent and Candidate

One of the key components of Interactive Connectivity Establishment (ICE) is the ICE agent and candidate. An ICE agent acts as a mediator between two endpoints, exchanging messages to determine the best route for data transmission. On the other hand, an ICE candidate refers to a potential network address that an endpoint can use when establishing connectivity with another endpoint.

The ICE agent performs a series of checks known as an “ICE Checklist” to determine which candidates are most suitable for data transmission. This involves sending STUN and TURN requests to gather information about each candidate’s network connectivity status before selecting the most viable one.

Using this approach ensures that connections are established through the optimal path based on each endpoint’s unique characteristics, resulting in reduced latency and enhanced communication quality.

Overall, understanding how ICE agents and candidates work together is crucial when implementing real-time communication protocols such as WebRTC or SIP. By selecting the best possible candidate through negotiations performed by ICE agents, media streams can be relayed seamlessly across networks using UDP-based communication protocols while maintaining security and reducing congestion along the way.

ICE Checklist

The ICE Checklist is an essential component of the Interactive Connectivity Establishment (ICE) protocol. This list ensures that all necessary conditions are met before communication can take place between two nodes over the internet. The ICE Checklist includes several steps, including gathering local candidates and sending them to the remote endpoint and checking for connectivity between these candidates.

Additionally, the ICE checklist verifies that there are no firewall or NAT restrictions present in any part of the network where the communication is taking place. Once all items on this checklist are completed successfully, ICE will then select and use the optimal route for media streams to flow from one endpoint to another. By following this process, ICE enables real-time communication with reduced latency and increased security.

Overall, understanding how to complete an ICE Checklist properly enhances network connectivity by allowing seamless communication between endpoints while bypassing any potential restrictions or firewalls that could otherwise hinder it.

How ICE Works In Different Network Types?

Interactive Connectivity Establishment (ICE) is a network protocol that allows for communication between two nodes across the Internet. One of the key features of ICE is its ability to work across different types of networks, including private and public networks. The protocol achieves this by using a combination of STUN and TURN servers, which help to traverse NATs and firewalls.

To be more specific, in a Private IP network with Network Address Translation (NAT), ICE uses both STUN and TURN protocols to establish connectivity. When one endpoint wants to initiate communication with another endpoint behind NAT, it sends an offer message containing candidate addresses. These are IP addresses that allow for direct connectivity without needing any traversal mechanisms like STUN or TURN servers. If these candidates do not allow direct connectivity, then the endpoints use STUN to discover their publicly-routable address through their NAT device. Lastly, if all else fails, they use TURN servers as media relays for traversing even restrictive firewalls.

In other words, ICE offers flexibility in finding ways around NAT devices without breaking into traditional firewall protection offered by routers on each end of a session’s path while ensuring maximal performance over different types of networks and transport protocols such as TCP or UDP-based communication so that data can safely pass between peers from disparate locations on the internet regardless of its type or source location before delivering it in real-time fashion.


In conclusion, Interactive Connectivity Establishment (ICE) is a powerful protocol that has revolutionized networking and communication. With its ability to enable NAT traversal and optimize media streams, ICE provides enhanced security and reduced latency for real-time communication.

A Comprehensive Guide To 8 Types Of Leadership: Pros & Cons

blog / Leadership Discovering Your Leading Style: A Guide to 8 Types of Leadership

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In today’s ever-evolving business landscape, leaders must don multiple hats, extending their influence beyond their position of authority. They serve as the backbone of organizations and can shape their teams’ success. But what does it take to be an exceptional leader? While there’s no one-size-fits-all answer, exploring the different types of leadership can unlock various possibilities to elevate their impact. This article will explore eight main types of leadership and their pros and cons. Moreover, we will help determine which style suits which strengths best. So read along to unlock that potential as a leader.

What are the Different Leadership Styles and How Do They Differ?

Leadership is the ability of individuals to inspire, influence, and guide others toward a common goal or vision that benefits the organization as a whole. It encompasses several essential functions, such as providing direction, delegating tasks, making decisions, setting goals, and fostering a positive work environment. 

Types of Leadership 

Some of the common types of leadership include: 

Visionary Leadership 

Transactional Leadership 

Charismatic Leadership 

Transformational Leadership 

Autocratic Leadership

Bureaucratic Leadership

Democratic Leadership

Laissez-Faire Leadership

These types of leadership differ in approach, style, and behaviors leaders exhibit. Additionally, these styles vary regarding decision-making authority, team involvement, motivation techniques, and overall leadership approach. Each style has its strengths and weaknesses, depending on the situation. Besides, the choice of leadership style can also depend on the situation, organizational culture, and the team or organization’s needs. Let’s delve deeper into these types of leadership and comprehensively understand their pros and cons.

1.  Visionary Leadership

Visionary leaders inspire others to work toward a vision for the future.


Visionary leaders inspire and motivate others with their vision for the future

They encourage creative thinking and innovation by challenging the status quo and promoting new ideas 


They can face difficulty communicating their grand vision, which can result in misunderstandings or confusion among team members

Visionary leaders may also establish ambitious goals that can be challenging to achieve, potentially creating pressure and fostering unrealistic expectations  

2. Transactional Leadership

Transactional leaders use social exchanges to influence others to achieve their goals.


These leaders establish clear expectations, goals, and performance standards, ensuring that others understand what is expected of them, thus promoting accountability

They use rewards and recognition to motivate and incentivize their team members, fostering productivity and performance


This type of leadership primarily focuses on maintaining existing processes and achieving established goals. Needless to say, this can potentially stifle innovation and creativity within the team

The transactional approach of this leadership style can also lead to a lack of personal and professional growth opportunities for team members

3. Charismatic Leadership 

Charismatic leaders inspire and motivate others to behave in a specific way by being enthusiastic, energetic, and charismatic.


These leaders can inspire and motivate others through their enthusiasm, energy, and charisma

They also create an optimistic work atmosphere, fostering high morale and engagement


Their persuasive abilities can be utilized for self-serving purposes without considering the best interests of the organization or team

The focus on inspiring and motivating may overshadow the practical aspects of execution and implementation

ALSO READ: What is Charismatic Leadership? Learn How it Influences People 

4. Transformational Leadership

Transformational leaders transform others, nurturing them to achieve greater success and growth.


Transformational leaders encourage creativity, challenge the status quo, and foster a culture of continuous improvement and growth

Additionally, they create a supportive and empowering work environment that fosters a sense of satisfaction, morale, and motivation among employees 


Transformational leaders’ high expectations and drive for excellence can sometimes lead to increased pressure and workload for employees.

In addition to this, transformational leaders, driven by the pursuit of organizational goals, may overlook the developmental needs of individual team members

ALSO READ: What is Transformational Leadership and Why is it Important? 

5. Autocratic Leadership 

Autocratic leaders make decisions and give orders without seeking input from others.


Autocratic leadership enables swift and decisive action in crises

Moreover, this leadership style provides clear direction and instructions, minimizing ambiguity


Limited involvement in decision-making in an autocratic leadership style may leave team members feeling disengaged or undervalued 

Furthermore, the lack of input from others can also impede the generation of fresh ideas and diverse perspectives

ALSO READ: What is Autocratic Leadership & How Does it Work in a Business Environment?  

6. Bureaucratic Leadership

Bureaucratic leaders rely on established rules and procedures to guide their leadership approach.


Bureaucratic leadership focuses on minimizing risks by following established protocols and guidelines 

They establish clear structures, rules, and processes that promote efficiency, consistency, and order within the organization


These leaders tend to prioritize adherence to established rules and procedures over adaptability, thus making them inflexible and rigid in their approach

Furthermore, they often tightly control tasks and responsibilities, limiting individual autonomy and decision-making authority  

ALSO READ: Learn How Bureaucratic Leadership Works and When to Use it   

 7. Democratic Leadership 

Democratic leaders involve others in the decision-making process and encourage collaboration.


They include team members in decision-making and foster a sense of ownership and commitment in the team


A democratic style of leadership can be slower due to discussions and consensus-building

Democratic leadership can lead to disagreements, and conflicts among team members may also arise, thus requiring effective conflict resolution 

ALSO READ: What is Democratic Leadership? How Does it Drive Success in an Organization? 

8. Laissez-Faire Leadership

Laissez-faire leaders provide freedom and autonomy to individuals, allowing them to make their own decisions.


Laissez-faire leaders empower individuals with autonomy, promoting creativity and initiative

Additionally, in this type of leadership, employees are encouraged to take ownership of their work, resulting in increased self-motivation 


This type of leadership can lack structure and guidance, leaving employees feeling lost or uncertain 

The freedom and autonomy granted in laissez-faire leadership can also lead to a lack of accountability and a decrease in overall productivity

ALSO READ: What is Laissez-Faire Leadership? How it Can Drive Business Growth 

How Can a Leader Determine the Best Leadership Style to Use Within Their Organization?  Step 1: Develop a Deep Understanding of Yourself 

Professionals in leadership roles should take the time to understand their strengths, weaknesses, and leadership preferences. Reflect on personality traits, communication style, and decision-making approach. Moreover, self-awareness is crucial in determining which leadership style aligns best with one’s natural tendencies. 

Step 2: Define One’s Core Values 

Consider how different leadership styles may align with one’s values and help address challenges. 

Step 3: Try Different Leadership Styles 

Try out various leadership styles in different situations or projects. Equally important, be open to adapting the approach based on the needs of the team and the specific circumstances. 

Step 4: Ask for Feedback 

Seek feedback from team members and colleagues regarding the leadership style. Create a culture of open communication where people feel comfortable sharing their thoughts and observations. Furthermore, this feedback will provide valuable insights into how the leadership style is perceived and impacts others.   

Step 5: Learn From Other Leaders 

One must look to leaders whom they admire and respect. Examine their leadership styles and the impact they have had on their organizations. Additionally, identify the aspects of their leadership that resonate with you and could be applied to one’s own leadership approach.

Step 6: Find a Mentor  How Can Leaders Transition from One Leadership Style to Another When Managing Different Types of Employees?

Transitioning between leadership styles when managing diverse employees requires leaders to assess individual needs, provide training and support, remain flexible and open-minded, and communicate and seek feedback to learn from their experiences. Furthermore, by employing these strategies, leaders can also effectively navigate the complexities of diverse teams, foster an inclusive work environment, and maximize the potential of each employee. Additionally, embracing a versatile leadership approach enhances team performance and promotes employee growth, engagement, and satisfaction.

ALSO READ: Top 12 Leadership Courses to Advance Your Career in 2023 and Beyond 

In conclusion, understanding and embracing different leadership styles can significantly impact personal and organizational growth. Moreover, by recognizing each style’s unique strengths and weaknesses, leaders can adapt their approach to suit the specific needs of their team and organization. Additionally, investing in continuous learning and development is vital for honing leadership skills and staying ahead in today’s dynamic business landscape. Therefore, seize the opportunity to grow as a leader and positively impact your organization by exploring these online leadership courses from Emeritus.  

By Krati Joshi

Write to us at [email protected]

Decoding Cryptocurrency: A Comprehensive Glossary

Edgar Cervantes / Android Authority

The cryptocurrency and blockchain industries have ushered in a new era of money. Exciting as that might sound, though, you will often come across buzzwords and technical terms that are entirely meaningless without context. Naturally, if you’re looking to make your first cryptocurrency purchase or investment, this can end up being quite confusing.

To help with this dilemma, here is a glossary of common terms and phrases you’re likely to come across in the cryptocurrency ecosystem. Whether you’re new to the market or returning after a while, it should bring you up to speed.

Read more: What is blockchain technology?


Cryptocurrencies are often referred to as decentralized networks because they lack singular authorities like governments, financial institutions, or central banks.

Decentralization allows everyone on the network to have equal access and work toward a common goal. In cryptocurrency, this means volunteers are working together to enforce the rules of the network, often in exchange for a reward.

Read more: What is Cardano? Demystifying the long-awaited Ethereum-killer


Edgar Cervantes / Android Authority

A cryptocurrency is digital money secured by cryptographic principles. Token ownership records are usually shared or distributed over the internet, and new transactions are verified by volunteers, typically in exchange for a reward. These systems allow cryptocurrencies to function correctly even in the absence of governments and central authorities.

Cryptocurrencies are typically owned and transferred via a digital wallet. Moreover, all of this can be facilitated without intermediaries or third-party routing hubs because of the technology’s decentralized nature.

In most cryptocurrencies, transaction validation and network upgrades are generally carried out publicly and transparently through a consensus mechanism.

The term peer to peer is often used to signal a platform or network where two parties (or peers) directly exchange something with each other. Apart from cryptocurrencies, some other examples of P2P networks include BitTorrent and the infamous file-sharing service, Napster.

Nearly all cryptocurrencies are peer to peer since transactions are made directly between individual wallets, with no intermediaries.

In the context of the cryptocurrency industry, peer to peer is often also used to describe a trading or decentralized lending platform such as LocalBitcoins and the Compound protocol.

Proof of work / Cryptocurrency mining

Edgar Cervantes / Android Authority

Often referred to as mining, Proof of Work is a consensus mechanism requiring participants to contribute computational power to the network. The process can be extremely rewarding, which attracts diverse participation. The competition effectively achieves decentralization by reducing the chances of collusion or cooperation between malicious actors.

In Proof of Work, transaction validators compete with each other to compute a mathematical solution. The first validator or miner to submit a valid solution receives a reward in the form of a fixed reward and transaction fees. Check out our definitive guide to cryptocurrency mining for a more in-depth explanation.

Proof of Stake (PoS)

Proof of Stake is a relatively new consensus mechanism often positioned as a more efficient alternative to Proof of Work.

In a nutshell, proof of stake networks do not involve mining or computing cryptographic hashes to create new blocks. Instead, owners of the cryptocurrency token can lock up a certain amount of their holdings to receive voting privileges. When a new block needs to be added to the network, wallets with active stakes are chosen. A higher staked amount corresponds to a greater chance of being picked.


Edgar Cervantes / Android Authority

Stablecoin is an informal term used to describe a specific class of cryptocurrencies that maintain a stable trading price. Their value is always pegged to some asset, such as the US dollar, gold, or even oil. Stablecoins usually achieve price stability by promising to maintain a reserve of one unit of the underlying asset for every token. For example, a USD Coin token should only be issued when one dollar also exists in the reserve.

If the stablecoin is owned and operated by a for-profit company, the reserve may exist in the form of a bank account or other financial instrument. This is best highlighted by Tether, the largest stablecoin with more than $65 billion worth of tokens in circulation.

According to an attestation of Tether’s reserves, the company holds a wide variety of assets to back up its tokens. This includes cash, commercial paper, treasury bills, and corporate bonds.

Stablecoins are frequently used by traders that prefer the convenience of a single universal asset. Other applications include decentralized finance, built upon the programmability offered by cryptocurrency and requiring the relative stability of something like the US dollar.

Read more: What is USD Coin? Is USDC a safer stablecoin bet than Tether?

Market capitalization, or market cap, is commonly used to rank cryptocurrencies in discussions regarding the market.

Websites like CoinMarketCap and CoinGecko offer a live ranking of tokens sorted by market cap.

Related: 10 best NFT apps for Android

Most cryptocurrency tokens are fungible or interchangeable, exactly like how different banknotes of the same denomination are indistinguishable from each other. However, non-fungible tokens are specifically unique. These tokens can be used to represent anything in the real world, including art, real estate, and even virtual collectibles like a rare video game character.

In 2023, NFTs witnessed a huge surge in interest as companies like Visa, ESL, and even the NBA began selling NFTs to the general public.

Read more: What are NFTs and how do they work?



Blockchains can diverge or fork too

In computer programming, a fork refers to a modified variant of existing software. Imagine a scenario where a particular software’s development splits into two paths, like a fork in the road. The term is popularly used in the context of open-source software, including many cryptocurrencies.

Forks may involve slight or drastic modifications to the original software. In cryptocurrency, forks that are non-disruptive and part of a planned software upgrade are referred to as soft forks. These forks are backward-compatible with older versions, so not everyone is forced to adopt the new standard.

On the other hand, hard forks force the cryptocurrency’s participants to upgrade their software. Those who do not will be stuck on the older variant, which may end up worthless. In some cases like Ethereum Classic, however, vestigial forks may end up with an active community and some value.

Forks refer to variants of a cryptocurrency, either as part of a routine software upgrade or community-backed split like in the case of Bitcoin and Litecoin.

Hard forks can also lead to spin-off cryptocurrencies like Litecoin (LTC). The fork’s developers believed they could create a smaller, more nimble alternative to Bitcoin (BTC). Even though it shares much of the same code, Litecoin naturally has a community and valuation entirely separate from Bitcoin.

Hash power

Edgar Cervantes / Android Authority

In Proof of Work-based cryptocurrencies like Bitcoin, Litecoin, and Ethereum, hash power refers to the total amount of computational power dedicated to the network. Hash rate or power may also be used to signal the capability of a particular hardware device, such as a graphics card or specialized mining equipment called ASICs.

Miners require high hash rates to participate in the competitive process of determining the solution to new blocks on the Bitcoin network. Miners have a higher chance of finding a block with a higher hash rate.

On the other hand, cryptocurrencies benefit from higher hash power figures since it signals public confidence in the blockchain. A hash rate from multiple independent sources also strengthens the network against malicious acts such as double spending and 51% attacks.

In a proof of work cryptocurrency, decentralization is only achieved when the network’s hash rate comes from several independent sources. However, if one entity gains control over a majority of the hash power (more than 50%), they can achieve network consensus by themselves. This would allow them to execute a 51% attack.

This attack would allow the miner to reverse recent transactions and selectively censor future payments. The only way for a network to recover would be if honest miners represent a higher share of the network’s total hash rate.

A 51% attack takes place when one or more malicious groups control the network’s consensus. In Bitcoin, that would involve a single entity having more computational power than everyone else.

Only a handful of high-profile cryptocurrencies have suffered 51% attacks. In the case of Bitcoin, Ethereum, and even Litecoin, the total amount of hash power far exceeds what a single miner can produce. However, smaller cryptocurrencies like Ethereum Classic have suffered as many as three 51% attacks in quick succession.

See also: What is a cryptocurrency wallet? Everything you need to know

Software wallet

Samourai, Blue Wallet, Coinomi

A software wallet is a cryptocurrency wallet in the form of a computer program or smartphone app. While extremely convenient, software wallets are vulnerable to attacks since they live on general-purpose operating systems like Windows and Android.

Initial Coin Offering (ICO)

An initial coin offering, or ICO, refers to a fundraising event in the cryptocurrency and blockchain industries. The term was inspired by Initial Public Offerings (IPOs) in traditional finance.

In IPOs, investors can buy shares at the time of a company’s initial listing on a stock exchange. Similarly, ICOs allow early investors to purchase cryptocurrency tokens issued by an up-and-coming company specializing in a blockchain-based product or platform.

ICOs are the crypto industry’s equivalent to Initial Public Offerings (IPOs).

ICOs are mostly unregulated and do not require significant regulatory disclosures or compliance. Investing in an ICO is often viewed as a risky endeavor, given that most cryptocurrency startups have failed to materialize their vision.

Layer two scaling solution

For years, cryptocurrency blockchain networks have grappled with the problem of scalability. Bitcoin, for instance, is extremely secure and decentralized but suffers from long transaction settlement times during periods of high usage. Since the problem of blockchain scalability hasn’t been solved yet, alternative ideas such as layer two scaling solutions have gained momentum.

Layer two scaling solutions aim to enable faster settlement times and lower fees in blockchain-based cryptocurrencies.

In a nutshell, layer two solutions propose adding a second transaction ledger on top of a cryptocurrency’s blockchain to enable faster settlement times and lower fees. This independence is why they are often referred to as “off-chain” scaling solutions. The Lightning Network for Bitcoin is perhaps the most well-known layer two scaling solution.

Multi-signature wallet

A multi-signature wallet requires two or more private keys to sign a transaction. You can think of it as the cryptocurrency equivalent to a joint bank account, except that a single party usually cannot do anything by themselves.

Multi-signature wallets may be operated as a majority, wherein 2-of-3 or 3-of-5 signatures are required before a transaction can be initiated. In other words, they are particularly effective at eliminating a single point of failure.

Multi-signature wallets distribute the risk of cryptocurrency ownership. Using one ensures that the wallet’s security stays intact even if a single private key is compromised.

This system ensures that the wallet’s security stays intact even if a single private key is compromised. Many cryptocurrency exchanges use multi-signature wallets these days to ensure that a rogue employee or compromised device doesn’t directly result in catastrophic loss.

Mainnet / Testnet

Mainnet is a colloquial term used to describe a cryptocurrency’s primary network or blockchain. The testnet, on the other hand, is an experimental network used purely for research and testing purposes.

Cryptocurrencies usually go through long development cycles. New changes to the network and protocol are generally tested for weeks or even months before they are finalized.

Developers use testnets with essentially worthless tokens to test their experimental ideas before the finalized updates are rolled out on the primary network everyone uses.

Setting Up Ssh Keys: A Step

SSH (Secure Shell) is a cryptographic network protocol that enables secure data communication between two untrusted networks. It is widely used for remote login and secure file transfer between computers. One of the most significant benefits of SSH is the ability to authenticate users using public-key cryptography instead of passwords. This article will guide you through the process of setting up SSH keys on your computer, including a detailed description, code examples, and related concepts.

What are SSH keys?

SSH keys are a pair of cryptographic keys used to authenticate users and secure communication between two computers. The pair consists of a private key that is kept secret on the user’s computer, and a public key that can be shared with anyone. The private key is used to sign data, while the public key is used to verify the signature.

Why use SSH keys?

Increased security: SSH keys are much more secure than passwords since they use public-key cryptography, making it almost impossible for anyone to guess or brute-force your password.

Convenience: Once you have set up SSH keys, you don’t need to remember your password every time you log in to a remote server.

Automation: SSH keys can be used in scripts to automate tasks that require authentication, such as backups or software deployments.

How to generate SSH keys?

To generate SSH keys, you need to use a tool called ssh-keygen, which is included in most Unix-based operating systems. Here’s how you can generate SSH keys on your computer:

Open a terminal window on your computer.

Type the following command: ssh-keygen -t rsa -b 4096

This will create a new RSA key pair with a key size of 4096 bits. You can choose a different key type or size if you prefer.

You will be prompted to enter a file name for the key pair. The default file name is id_rsa, which is stored in the .ssh directory in your home directory. You can accept the default file name or choose a different one.

You will also be prompted to enter a passphrase for the private key. The passphrase is used to encrypt the private key, providing an additional layer of security. You can choose to leave the passphrase blank, but this is not recommended.

Once you have entered the passphrase, ssh-keygen will generate the key pair and save it to the file you specified.

How to copy SSH keys to a remote server?

Once you have generated your SSH keys, you need to copy the public key to the remote server you want to log in to. Here’s how you can do that:

Open a terminal window on your computer.

Type the following command, replacing username and server with your username and the hostname or IP address of the remote server: ssh-copy-id username@server

This will copy your public key to the remote server and add it to the authorized_keys file in the .ssh directory in your home directory on the remote server.

You will be prompted to enter your password for the remote server. Once you have entered your password, ssh-copy-id will copy the public key to the remote server.

Alternatively, you can copy the public key to the remote server manually by following these steps:

Open the file that contains your public key ( in a text editor.

Copy the entire contents of the file to the clipboard.

Log in to the remote server using your username and password.

Create the .ssh directory in your home directory if it doesn’t already exist: mkdir -p ~/.ssh

Open the authorized_keys file in the .ssh directory: nano ~/.ssh/authorized_keys

If the file doesn’t exist, create it.

Paste the contents of your public key into the authorized_keys file and save it.

Set the correct permissions on the authorized_keys file: chmod 600 ~/.ssh/authorized_keys

How to use SSH keys for authentication?

Once you have copied your public key to the remote server, you can use SSH keys for authentication. Here’s how you can do that:

Open a terminal window on your computer.

Type the following command, replacing username and server with your username and the hostname or IP address of the remote server: ssh username@server

This will log you in to the remote server using your SSH key for authentication.

If you set a passphrase for your private key, you will be prompted to enter it.


Setting up SSH keys is an essential step in securing your remote login and file transfer. By following the steps outlined in this article, you can generate SSH keys, copy them to a remote server, and use them for authentication. Using SSH keys provides increased security, convenience, and automation, making it a valuable tool for any developer or system administrator.

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