The circle we know it from school time, but what is interesting about it? , the world you see is not linear always, a waterfall, ball throw, etc.. is in a curve, pi is always talking with a curve like structure, 4000 years ago the Egyptians calculated the area of a circle by a formula that gave the approximate value of 3.1605 for π.,

The ancient Babylonians calculated the area of a circle by taking 3 times the square of its radius, which gave a value of pi = 3. One Babylonian tablet (ca. 1900–1680 BC) indicates a value of…

First of all,

What are Euclidean Space and Non-Euclidean Space?

Many people think cloning someone’s voice requires hours of the voice them, But we do not need it by using advanced technique, this paper suggests only Five seconds for cloning someone’s voice, from given someone’s five seconds of voice we can clone their voice. Demo

paper link

How does it work?

Creating an API with Heroku is Simple one , you can do it very quickly.

Now we are going to create an API for sentiment analysis , you can also alternate the code any machine learning model

I created a folder name as sentiment_analysis


The Backpropagation is used to update the weights in Neural Network .

Who Invented Backpropagation?


what is Neural Network?

Neural Networks are inspired by biological neuron of Brain

Feature Scaling or Standardisation is important one in Data Pre processing , we apply this for independent variables .

It is used for changing the independent values in particular range like 0 to 1 .

why we do this?

In the data-set not all the values in same range , for example the age and the salary can not be in same range , it definitely helps reduce computational expenses.

Very basics for Machine learning and Deep learning is Linear Regression

No Rocket Science is here, The Linear Regression concept is very straightforward.

It’s all about making sense of data.

Salman Faroz

ML Engineer

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