In this article, I will be giving an overview of data integrity and the various types of integrity that are most commonly cared about. Data integrity is the state where the data in the database is ensured to be completely accurate and consistent during the life-cycle of the database. Data integrity is a vital concept … Continue reading Data Integrity
Neural Network to Predict Oscar Winners
In this post, I am going to walk you through my creation of a neural network to predict oscar winners. This project was completed as part of my Machine Learning course at Georgia Tech. getting the dataset For the project, we decided to take pieces of various open-source datasets. The IMDB Movies Dataset on Kaggle … Continue reading Neural Network to Predict Oscar Winners
Text Preprocessing Techniques for NLP Tasks
In today's post, I am going to be going over various text preprocessing techniques, such as stopword removal and lemmatization, using the NLTK and scikit-learn python packages. What is text preprocessing? Text preprocessing is an extremely important technique when dealing with Natural Language Processing problems. Preprocessing is used to prepare a block of text for … Continue reading Text Preprocessing Techniques for NLP Tasks
ML Algorithms: Linear Regression
In this post, I discuss what Linear Regression is, the mathematics behind it, and the pros and cons of the algorithm! supervised learning To start, let's have a small refresher on what supervised learning is. Supervised learning is the process of using a dataset ALONG with its associated labels to train a model. There are … Continue reading ML Algorithms: Linear Regression
ML Algorithms: Decision Trees
In today's post, I will be discussing what Decision Trees are, how they work, and when to use them! This is a high-level introduction to how decision trees work and I hope to provide more in-depth information in future posts. Introduction Decision Trees are a commonly used Machine Learning algorithm that most of you have … Continue reading ML Algorithms: Decision Trees