Category: Machine Learning Projects

Text Classification Model – Classify Text SMS As Spam Or Ham

Text Classification is a technique using which we organize or group text with some labels or categories. It is also known as Text Tagging. For example, “I am feeling very happy and energetic today”. According to Sentiment Analysis/ Text Classification, we can classify it as ‘Positive’. We use various Machine Learning algorithms/ Deep Learning techniques along with Natural language Processing (NLP) to organize text data. This article will discuss how a pre-trained Machine Learning model can classify a given text SMS as Spam or Ham. The Text Classification Model is based on the Multinomial Naive Bayes Algorithm. The complete code is written in Python Programming Language.

continue reading
No Comments

Build Email Spam Classification Model (Naive Bayes Classifier)

Ultimate guide on how to build email spam classification model with 99% accuracy using Multinomial Naive Bayes Algorithm. When I was learning the classification algorithm, I always wondering that how Gmail, Outlook, and other email services filter spam emails. So, I decided to build my own Email Spam Classification Model using the theory and concepts that I have learned during my academics. I have built this model as part of my academics using the Multinomial Naïve Bayes Classification algorithm. In this article, We will discuss the types of spam emails and demonstrate a simple Email Spam Classification Model.

continue reading
No Comments

Python Flask Tutorial For Beginners- A Step-By-Step Guide 2022

How To Create Python Flask Application? – Flask is a small framework by most standards- small enough to be called a “microframework,” and small enough that once you become familiar with it, you will likely be able to read and understand all of its source code. But being small does not mean that it does less than other frameworks. Flask was designed as an extensible framework from the ground up; it provides a solid core with the basic services, while extensions provide the rest. Because you can pick and
choose the extension packages that you want, you end up with a lean stack that has no bloat and does exactly what you need.

continue reading
No Comments

How To Make AI Chatbot In Python Using NLP (NLTK) In 2022?

Build a Chatbot in Python- Have you wondered how a computer-based application solves your query in seconds when you contact a customer support executive? A map-based application in your mobile tells you which direction to reach your destination safely even when you are not aware of the routes? Who are they and how do they manage to get your query resolved? Well! a simple answer is ‘they are chatbots’ and in this article, we will talk about AI Chatbot in Python (using NLTK): How to build a chatbot? Follow these 8 simple steps on how to build your own Chatbot in Python.

continue reading
1 Comment