Data Science With Machine Learning

Today, technology has given birth to AI machines that have made our lives even easier. You may have experienced the wonders of AI while using social media sites, such as Google and Facebook. Many of these sites use the power of machine learning. In this article, we are going to talk about the relation between data science and machine learning. Read on.

What is Machine Learning?

Machine learning is the use of AI to help machines make predictions based on previous experience. We can say that ML is the subset of AI. The quality and authenticity of the data is representative of your model. The outcome of this step represents the data that will be used for the purpose of training.

After the assembling of data, it’s prepared to train the machines. Afterwards, filters are used to eliminate the errors and handle the missing data type conversions, normalization, and missing values.

For measuring the objective performance of a certain model, it’s a good idea to use a combo of different metrics. Then you can compare the model with the past data for testing purposes.

For performance improvement, you have to tune the model parameters. Afterwards, the tested data is used to predict the model performance in the real world. This is the reason many industries hire the services of machine learning professionals for developing ML based apps.

What is Data Science?

Unlike machine learning, data scientists use math, stats and subject expertise in order to collect a large amount of data from different sources. Once the data is collected, they can apply ML sentiment and predictive analysis to get fresh information from the collected data. Based on the business requirement, they understand data and provide it for the audience.

Data Science Process

For defining the data science process, we can say that there are different dimensions of data collection. They include data collection, modeling, analysis, problem solving, decision support, designing of data collection, analysis process, data exploration, imagining and communicating the results, and giving answers to questions.

We can’t go into the details of these aspects as it will make the article quite longer. Therefore, we have just mentioned each aspect briefly.

Machine Learning relies heavily on the available data. Therefore, they have a strong relationship with each other. So, we can say that both the terms are related.

ML is a good choice for data science. The reason is that data science is a vast term for different types of disciplines. Experts use different techniques for ML like supervised clustering and regression. On the other hand, data science is a comprehensive term that may not revolve around complex algorithms.

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Small Business Management

Running a small, start-up business has it share of ups and downs. When I launched my company nearly nine years ago, running my own small business has been both rewarding and challenging. It has enabled me to establish greater balance in my life as I have reduced the administrative burden that corporate America places on each of its employees and replaced it with more time spent on developing content for my clients.

Given the choice, running my own small business is the best option for me at this stage of my life. I can work out of my house, see my kid on a regular basis, focus my work effort on content, rather than administration, and yes golf a tad. That being said, I am asked continually by others “what is it like to be in business for yourself?” as they contemplate the leap from corporate to sole proprietorship.

While it is not for everyone, here are some of the points of consideration that one should mull over before making the jump to starting your own small business:

One Stop Shop: One of the benefits of being a small business owner is the autonomy of “calling the shots”. You are the boss and clearly can steer your company as you see fit. Many think they relish this set-up but in reality, when it comes to being the self-motivator that is required to be successful – the “guy” to go to – lots fall short. Before you read any further, ask yourself if you are cut out to be the “go to guy”. If not, you can save yourself a lot of time and frustration. Simply stay in the corporate world.

Develop A Business Plan: So, why is business planning so crucial? In a word, it provides “clarity”. Investing time to develop a plan provides precise clarification of the company vision. In addition, it provides a mechanism to gauge the results of the business and provides the foundation for future growth plans. In the long haul, it enhances the company valuation through fiscal responsibility, which provides the story of opportunity to any future investor or employee. Business planning is one-part strategy and one-part tactics – but where the sausage actually gets made is in the execution. Execution comes in the hard work necessary to carry out a plan and the accountability for your activities by tracking them.

Understand Tax Burdens: Regardless of the political rhetoric surrounding the tax code and its impact on small business, the fact of the matter is that these entities are levied with a myriad of taxes. I am shocked by how many budding entrepreneurs fail to understand the taxes that small businesses pay. My company has essentially one of the easiest business operating models that a small business can have. I invoice a few clients per month; receive a few checks a month; pay a few bills a month; and have very little inventory and/or depreciation of capital assets. Despite that, my tax return was 84 pages last year. Filing as an S-Corp, my outlay on taxes is between 25% and 39% of federal taxes; North Carolina state income taxes ranging from 6.0% to 7.5%, social security and medicare (twice as a matter of fact for employer and employee) of 15.3%, so nearly 50% of all income goes to taxes and fees.

Replicate Yourself: Given the fact that you are a one stop shop, a small business owner needs to replicate themselves wherever possible. Tools such as social media and the acceptance of telecommuting through online collaboration have enabled small business owners to be in many places at one time. In order to be successful, small business owners need to tap these tools to maximize their exposure to potential clients as well as reaching customers outside of their immediate trade area. Prior to these tools being readily available, my business was limited to the state of Illinois (where my company was originally based). Since I have utilized these tools to replicate myself, I have had clients in thirteen different states.

Navigate Third-Party Challenges: A small business owner wears many hats and relies on third-party entities for key alliances. When Go Daddy had their website and email server outage in September, roughly 5.3 million small business websites and emails were knocked out. Small business owners rely on these support companies and at times, are held captive when issues arise. While my company does not conduct a lot of commerce via my website, many small operators lost online revenue due to the outage.

Be Wary Of Scams: Lastly, where there is a small business owner, there is a criminal waiting to prey on the unsuspecting operator. In fact, this past week, I received a letter from a group claiming to represent the State of Illinois. Having been in business nearly nine years, I am keenly aware of all of the annual expenditures that my company pays. As an Illinois corporation (operating in North Carolina), I received a letter stating that I needed to send in a $125 fee for my “Annual Minutes Records Form”. I didn’t recall ever doing this, and when I contacted my CPA, he shared the following press release with me:

In short, starting and running a small business may be the best decision you may ever make. Having the facts in advance of that decision are critical to ensure that you are positioned for success. Once you fully vet your decision-making for starting your small business, the rewards can be amazing…

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The Three Biggest Lead Generation Mistakes Small Businesses Make And How To Overcome Them

If you’ve been looking for simple, proven and tested, step-by-step methods for generating more leads for your small business, then this article may just have the answer. Firstly, I want you to stop for a moment and think about all the advertising you’ve seen over the past week.

How many of those actual ads can you name? Researchers estimate that over the past seven days, you have been exposed to as many as 117,000 ads based on national averages. So out of 117,000 ads, how many can you name?

If you’re fairly attentive, you may be able to come up with 3 or 4 specific ads… but I’ll bet that’s because you probably see those ads over and over… week in and week out. Let’s face the facts… repetition works. When you see any advertisement multiple times every day you’re bound to eventually begin to recall the ad. But now answer this question.

What few ads you do remember, how many of their products or services have you bought? Because I have a passion for marketing I tend to go online and research for well accepted ads. Take for example a series of ads from online trading company E*Trade which uses babies to promote their products. These have a massive audience on both TV and YouTube. They even had one during the Superbowl. I think they’re a scream. But… I don’t have an E*Trade account. Never have, never will. Why should I?

What benefits do they offer me as a potential buyer of online trading services that any of the hundreds of other stock trading services offer? See my point? Does a smart-aleck, wise-cracking baby have any relevance to online stock trading whatsoever? Of course not. So why does E*Trade continue to make these commercials? Believe it or not, there is a reason… and by the end of this short presentation, you’ll fully understand what that reason is.

Businesses today are led to believe that all they have to do to build a successful business is create some type of attention-grabbing form of marketing and they will generate leads at will. Nothing could be further from the truth. And that’s just in the area of marketing. What about generating fast cash flow? EVERY small business needs to generate fast cash flow. So how do you do that as a small business owner? What about generating profits? Generating more cash flow is great… but not if you don’t get to put any of it in your pocket at the end of the day. How would you like the answers to all of these problems?

In this article I am going to reveal to you the three biggest lead generation mistakes small business owners make… and outline how you can overcome them.

Here are the three mistakes. Mistake #1… they fail to get professional help. Mistake #2… they don’t know the fundamentals required to successfully market their business and attract as many new clients as their business can handle. And mistake #3… they have no idea how to use their marketing to generate immediate cash flow. Let’s explore these three in depth, and show you how you can easily and systematically overcome each one of them.

Mistake #1… small business owners fail to get professional help. Can you name me just one professional athlete who does NOT have a coach? There aren’t any. Tiger Woods actually has a total of 9 coaches guiding him in everything from his golf game to his financial investments. But do small business owners really need professional help? Remember the TV ads we previously discussed? Those ads are created by “professionals.” Unfortunately, those professionals have no clue what they’re doing. Everything they’re doing in marketing and advertising today is wrong! But let me prove that to you right now.

If you currently use any form of marketing such as a print ad, brochure, postcard, flyer… or for that matter… your company website, take it out and look at it carefully. And if you don’t have any form of marketing right now, take out a sheet of paper and sketch out what you think would make for an effective ad for your business. It doesn’t have to be anything formal or fancy… just create a basic outline of the ad and where you would locate the various elements on the page.

Now that you have your ad… or a mock up of your ad sitting in front of you, let me provide you with the little known secrets that produce more leads than your business can handle. 99% of all marketing professionals DON’T know the lead generation secrets I’m about to reveal to you. This information is so powerful and compelling, it will position you in the top 1% of all lead generation professionals today. This example will show you why every small business owner should acquire our step-by-step roadmap as they start to generate leads for their business.

Here’s what a true marketing professional will know… and help you implement into your marketing. It’s known as the “marketing equation.” This marketing equation will let you quit competing on price… and let you start selling your product or service for what it’s really worth. You will drive in more leads and increase your advertising response by 10 to more than 100 times. You will convert a higher percentage of those leads and dramatically increase your number of sales. You will get a bigger bang for your marketing buck. The bottom line is this you will literally create a profit faucet that you will have TOTAL control over.

First, you MUST understand what marketing is supposed to do. Its purpose is actually three fold. Its first job is to capture the attention of your target market. Second, it must give them the hope that reading or listening to your marketing will give them enough information to help them make the best decision possible when buying whatever you sell. In other words, train and teach them how to recognize the true value of your product or service… and conclude that you… and you alone… offer the best value versus your competition. Marketing’s third job is to lower the risk of taking the next step in the buying process… and if necessary… continue to educate the prospect regarding the value you offer.

Marketing that accomplishes these three objectives will result in your prospects and customers coming to one single conclusion, that they would have to be an absolute fool to do business with anyone else but you, regardless of price. It’s estimated that as many as 96% of all small businesses fail within their first 5 years. The main reason for this tremendously high failure rate has to do with the lack of expertise when it comes to generating leads and making the phone ring.

Most small businesses don’t know anything about those three things that marketing is supposed to do. But there’s also an additional problem to consider. Most small business owners use a tactical marketing approach instead of a strategic approach. Let me explain.

Running an ad in the local newspaper… sending out an email or direct mail letter… airing a radio or TV ad on a local media station are all examples of tactical marketing. Now don’t get me wrong… the newspaper, radio or direct mail can be successful marketing channels… If your marketing message is powerful and compelling. But that’s the problem… the message is the strategic side of marketing… and yet, it’s the most neglected.

This distinction between strategic and tactical marketing is huge and one you need to be acutely aware of anytime you start talking about generating more leads. Many companies mistakenly assume that when you talk about lead generation, you’re automatically talking about tactical lead generation… placing ads, sending out mailers, joining a networking group, attending tradeshows, implementing a prospect follow up system and so on.

They fail to realize that the strategic side of the coin, what you say in your marketing and how you say it is almost always more important than the marketing medium where you say it. If you fail to make this distinction, then you risk becoming jaded towards certain forms of marketing and advertising that should be a part of your tactical plan, but you eliminate them from consideration because they haven’t worked for you in the past.

When lead generation results are less than optimal, small business owners tend to almost always blame the marketing medium… like the newspaper the ad ran in or the postcards they sent out. They blame the tactical part of the plan… without any regard for how good or how bad the strategic messaging in that marketing piece was. People often say things like, “we tried radio and it doesn’t work for our kind of business,” or “we sent out 50,000 pieces of direct mail and only generated 3 orders. It just doesn’t work.”

Just because it didn’t work, don’t assume that it won’t work. Most people don’t have the evaluation skills or the know-how to judge whether poor marketing results from poor strategy or poor tactical execution. This is where our step-by-step roadmap can generate more leads than your business can handle.

For example, most small business owners rely heavily on platitudes in their marketing. They say things like – we have the lowest prices… the best service… we’re family owned and operated… we offer convenient hours… the best value… not to mention that we’ve been in business since 1431 B.C. Look at your own marketing that I asked you to acquire or create earlier. How many platitudes did you use in your own marketing?

By the way, this is NOT your fault. Small business owners have been conditioned to think this is the proper way to market their businesses… since most advertising follows this same pathetic marketing formula… including the Fortune 500 types.

As human beings, we’re all after just one thing when we buy something… the best deal! Unfortunately, when you use platitudes in your marketing, there’s absolutely no way to tell who is actually offering the best deal. Everyone says they have the lowest prices, the highest quality and the best rates. So who do you believe? There’s only one way to know… and that’s to research every single business that offers what you want to buy. How many of us have the time or patience to do that?

So most of us just automatically assume that everyone is pretty much the same, and therefore we default to calling on the business that offers us the lowest price. When you can’t communicate the true value your business offers, you’re doomed to forever compete on price. Our marketing equation will change all of that for you forever. It’s going to be the backbone of your strategic marketing plan. It’s the foundation on which everything else we build for you is based. Let me give you a quick overview and then spend some time going through it with you in detail.

A proper marketing equation has four main components. First, it must interrupt your prospects. It must get your qualified prospect to pay attention to your lead generation marketing. Simple enough to say, but a lot more difficult to pull off in real life unless you understand what you’re about to learn here. The interrupt is done through your headline if your marketing is in print… or it’s the first thing you say if your marketing through radio or TV. The second component is engage. Once your prospect is interrupted, it’s critical you give your reader the promise that information is forthcoming that will help the prospect make the best buying decision possible. In other words, it must help facilitate their decision to pick you over anyone else. This is the job of our subheadline.

The interrupt is our headline that highlights a specific problem that your prospects are looking for a solution to… and the engage is our subheadline that promises them that you offer a solution to the problem we mentioned in our headline.

The third component you need to include is ‘educate’. Once you have interrupted and engaged your prospect, you have to give information that allows them to logically understand how and why you solve the problem they’re facing. This is accomplished by giving detailed, quantifiable, specific and revealing information. This is typically done in the body copy of your ad. When you educate, you need to reveal to your prospects the important and relevant information they need to know when making a good decision, and that your business… and yours alone… provides it to them. The interrupt and engage hit the prospects emotional hot buttons. Educate is the logic they need to justify picking up the phone and calling you.

The fourth and final component of the marketing equation is your offer. Now that you have interrupted your prospect based on problems that are important to them… engaged by a promise of the solution… and they’ve examined the educational information that makes your solution real and believable… the last step you need to take is to give them a low risk way to take the next step in your sales process. You do this by offering a free marketing tool, such as a report, brochure, seminar, audio, video or something that will continue to educate them. Your offer will allow your prospect to feel in control of their final decision to call and buy from you.

So your marketing equation is interrupt, engage, educate and offer and together they equal market domination. Now here’s the problem. Most marketing today only contains two of these components. They interrupt by throwing something at you that’s either familiar like Tiger Woods… or unusual like a monkey or talking pets. Sometimes they like to use both, as in the case of the E*Trade baby. Then once they grab your attention, they make you some type of offer such as “call now for whatever.” They have left out the engage and the educate, and marketing seldom succeeds when that happens.

In fact, the only time this type of marketing does succeed is when you can afford to run the ad over and over nonstop for an extended period of time. Plop, plop, fizz, fizz… melts in your mouth, not in your hand… and the burgers are better at… have literally been rammed down our throats by Fortune 500 types. After hearing these slogans thousands of times, of course we’re going to remember them. But how can a small business owner like you that doesn’t have a billion dollar marketing budget successfully market your business. The answer… you can’t… UNLESS you follow the entire marketing equation.

And finally the third biggest mistake small business owners make is that they have no idea how to use their marketing to generate immediate cash flow. When you follow this marketing equation in every form of marketing you do… from your business cards to your company website, the financial results are instantaneous and immediate.

So in conclusion, the three biggest lead generation mistakes small businesses make are #1… they fail to get professional help. #2… they don’t know the fundamentals required to successfully market their business and attract as many new clients as their business can handle. And #3… they have no idea how to use their marketing to generate immediate cash flow.

The above marketing equation contains the fundamental components for instantly making your phone ring and positioning your business as the dominant force in your market. It provides the marketing foundation that will enable you to generate immediate cash flow. And small businesses can use this information as a minimum standard when seeking out professional help for their business.

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