What is the Confusion Matrix?

After building the machine learning model, we want to know how our model is doing. Can the model classify correctly or not. We do that by using a confusion matrix, which we use mainly for classification models. To get a better understanding of what is confusion matrix, let’s explain it in this example.

Submitting your first HTML website on ThemeForest may take a lot of work because you have to follow all guidelines they put. I’ve spent a lot of time uploading my websites on ThemeForest. Till I figured out the right way to prepare the item before submitting it, so all this tips i tried personally and they have worked for me.

So in this article, I will guide you through the most important tips you should follow and do before submitting your item.

These are all the tips which i will go through it with you:

• Item name
• Spacing and alignment
• Typography…

I learnt this tutorial in the Udacity Deep Learning Foundation Nanodegree and thought to share my experience with you in this sentiment classification project and give a full guide on how to implement it.

You can get the source code & dataset from this link on github.

https://github.com/udacity/deep-learning/tree/master/sentiment-network

We are going to build a neural network model from scratch without using Tensorflow or py-torch or any machine learning platform. We will build everything from the beginning using python so we can see the behind scenes of how the neural network works.

In this project we’ll implement a multiple layer perceptron model to classify a given text to a POSITIVE Or NEGATIVE. …

Now you can finish your programming assignment in no time!

Imagine having a project that need to be done In a short time or It’s deadline is coming closer, that would be a nightmare for anyone but this might be a good dream with the help of artificial intelligence and NLP, Most of the work will be done using this both techniques let’s see how.

Using natural language processing and artificial intelligence, people developed a model that takes a description of your problem as an input and it generates a python code that solves these problem.

This type of technique can help save time and take shortcuts, But in my opinion I don’t really think it may take a programmer’s place as It don’t have the creative mind of a programmer. …

You may be asking or searching what is gradient descent and how it works, In this article, I will briefly show you exactly what is a gradient descent So let’s get started.

Suppose we have a data set consists of three features and we want to know what features are more important.

So firstly we will give each feature a WEIGHT that weight shows how the feature is important if the weight is large then it’s important if it’s small then it’s not that important and will not affect the output.

These Weights are firstly initialized randomly and will be updated after each iteration on the data set to get the optimum weights. …