Lina  Biyinzika

Lina Biyinzika

1634187600

Tomato-inspired Classification Algorithms

Today, we will see how popular classification algorithms work and help us, for example, to pick out and sort wonderful, juicy tomatoes.

#algorithm 

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Tomato-inspired Classification Algorithms

Farm Key

1621919276

Syngenta Saaho Tomato Seeds - Everything You Need To Know

With this brand, you get the promise of quality and the yield is always conducive. For all farming enthusiasts and professionals, it is essential to have high-quality seeds. Also, it is a must that you have more timely outcomes so the crop reaches the markets at the right time and helps you get a great price. Saaho tomato seeds help you achieve this feat very easily.

Saaho tomato seeds

How does Saaho become a great choice for tomato production?

If you want to grow tomatoes on a large, medium, or small level, you need to have promising seeds at dispense. With them, you are able to get promising results and make your crops work every time. Also, when you put deliberate efforts into your field, you want aspects to be more promising. From tilling the land to reaping the plant, everything gets perfect if you have the right beginning.

Also, you need to have a more perpetual base of irrigation so the water supply never stops. You may not always get the most ergonomic tools and that’s the reason you need to get the right start. Whether you get other supplies or not, you can get high-quality seeds very easily to take your farming to the next level. At the time of sowing seeds, you get to have the right thing in the ground so the outcomes are always positive.

The chances of growing a large quantum of tomatoes are enhanced when you have good-quality seeds deep down. With them, you are able to feel more optimistic about the overall challenges in farming. At the same time, you are also allowing yourself to imbibe more knowledge about the right techniques. Also, the overall aspect of growing tomatoes makes it more profitable work for thousands of people across the globe.

How should I approach tomato farming in my house?

When it comes to making tomato farming more productive, you need to have the right start. Not only that, but you also need some knowledge on choosing the right kind of seeds that could give you a more promising outcome. By going through this practice, you make many things possible on your farm, and in the end, the rewards are marvelous. When you bring so much potential to your cultivation, you are bound to welcome incentives too.

If you plan to do tomato farming at home, it is very important that you have the basics right. Also, there are other things that you have to be mindful of. Since you may not get fertile land everywhere, it is essential that you make efforts to do that. Other than the high-quality seeds, you should also consider adding some sort of manure to the soil.

At the time of choosing seeds, it is very important that you do the due research and pick the right product for yourself. When you do that, things take a very positive turn within a few days. More than that, you get the confidence and wherewithal to have an impressive quantum of results. Whether it is a small garden or a large field, you get the power to get a growth-conducive yield.

Also Read:- Easy and essential tips to grow tomatoes

Can Saaho seeds give me results in all the seasons?

Yes, it does not matter which season you’re growing the tomatoes in, you can get some great results very easily. Also, you get the potential and insight to get some very delightful outcomes in every way. Tomato is one such vegetable whose demand is never low in the market. It is an essential ingredient in all types of Indian cuisine and it allows the farmers to make great money easily.

Tomatoes can bring plenty of profits to you, they can help you get more particular about the prices too. Furthermore, you can grow two different varieties of tomatoes and get different prices depending on their respective demands. When you are able to offer more to the markets, it is easier for you to make profits as well. That’s why it is recommended to use good-quality seeds that have the potential to deliver good outcomes.

Conclusion

Farmkey enables you to do very profitable farming no matter what you want to grow. With our products, anyone can be an expert at farming and get results that have a big impact on the prices. Once you have made up your mind to start this activity, it is time for you to get things done with us. We make it easier for the farmers to make lots of profits and help them get a better future.

If you are willing to spend some time and effort in growing tomatoes, choose our products to get the best results. Our products are made to give you the most effective crop in every season.

#saaho tomato seeds #syngenta sahoo tomato seeds #saaho tomato #syngenta tomato saaho seeds #syngenta tomato saaho 3251 #syngenta saaho tomato seeds

Lina  Biyinzika

Lina Biyinzika

1634187600

Tomato-inspired Classification Algorithms

Today, we will see how popular classification algorithms work and help us, for example, to pick out and sort wonderful, juicy tomatoes.

#algorithm 

Noah  Rowe

Noah Rowe

1593411000

Logistic Regression: Discover the Powerful Classification Technique

Get to know one of the most widely used classification techniques
The process of differentiating categorical data using predictive techniques is called classification. On the basis of training data, consisting of observations whose category membership is known, the classifier (the algorithm that implements classification) should learn, on the basis of explanatory variables (features), to which category new observations belong.

#algorithms #classification #logistic-regression #machine-learning #data-science #algorithms

Understanding Logistic Regression the Geometric Way 

What is Logistic Regression?

Logistic Regression is one of the basic and popular algorithms to solve a classification problem, unlike its name which has Regression in it. It is named as ‘Logistic Regression’, because its underlying technique is quite the same as Linear Regression. One of the logistic regression’s advantages is because it can handle various types of relationships, not limited to linear relationships.

Let’s try to understand the Geometric Intuition behind Logistic Regression:

There is more than one approach to understanding logistic regression majorly as Probabilistic ApproachGeometric Approach, and Loss function Minimisation approach, but among all Geometric Approach is what I personally feel is more intuitive to understand. So let’s see :

Assumptions: The underlying assumption for the Logistic Regression is that data is almost or perfectly linearly separable i.e either all (+ve) and (-ve) classes are separated and if not, very few of them are mixed.

Objective: Our objective is to find a plane (**π) **That best separates (+ve) and (-ve) classes.

**Basics: **Let’s have a look at some of the basic terminologies that will make things easier to understand.

We will represent a plane with. Pi(𝜋) and Normal to Plane with** W**

Equation of plane :

Plane Visualisation

w^t*xi+b=0, where b is scalar and xi is the ith observation. and If the plane passes through origin the equation becomes w^t*xi = 0,

Where w^t(read as Wtranspose) is row vector and **xi **is a column vector

Geometric Interpretation :

Plane separating +ve and -ve classes

If we take any +ve class points, their distance di from the plane is computed as :

(di = w^t*xi/||w||. let, norm vector (||w||) is 1)

Since w and xi in the same side of the decision boundary then distance will be +ve. Now compute dj = w^t*xj since xj is the opposite side of w then distance will be -ve.

we can easily classify the point into -ve and +ve points by using if (w^tx >0) then +ve class and if (w^tx <0) then -ve class

So our classifier is :

If w^t * xi > 0  :  then Y = +1    where Y is the class label
If w^t * xi < 0  :  then Y = -1    where Y is the class label

Observations :

Carefully looking at the points on the above diagram we observe the following cases:

case 1: Yi >0 and  w^t * xi > 0
Yi = +1 means that the correct class label is +ve => Yi* w^t * xi >0 means that we have correctly predicted the class label.
as +ve * +ve = +ve

case 2: Yi <0 and  w^t * xi <0
Yi = -1 means that the correct class label is -ve => Yi* w^t * xi >0 means that we have correctly predicted the class label.
as -ve * -ve = +ve
case 3: Yi >0 and  w^t * xi <0
Yi = +1 means that the correct class label is -ve => Yi* w^t * xi <0 means that we have wrongly predicted the class label.
as +ve * -ve = -ve 
case 2: Yi <0 and  w^t * xi >0
Yi = -1 means that the correct class label is -ve => Yi* w^t * xi <0 means that we have wrongly predicted the class label.
as -ve * +ve = -ve 

#algorithms #data-science #logistic-regression #classification-algorithms #machine-learning #algorithms

A greedy algorithm is a simple

The Greedy Method is an approach for solving certain types of optimization problems. The greedy algorithm chooses the optimum result at each stage. While this works the majority of the times, there are numerous examples where the greedy approach is not the correct approach. For example, let’s say that you’re taking the greedy algorithm approach to earning money at a certain point in your life. You graduate high school and have two options:

#computer-science #algorithms #developer #programming #greedy-algorithms #algorithms