Tag: scikit-learn

Document Similarity using NLTK and Scikit-Learn

Document Similarity is the Natural Language Processing (NLP) process of determining if two documents belong to a similar category or topic.

In this article, we will get our hands dirty by performing Document Similarity using NLTK and Scikit-Learn on a simple data set.

Here is the link to the article on Document Similarity:

Document Similarity using NLTK and Scikit-Learn

Enjoy 🙂 !!!

Textual Sentiment Analysis using NLTK and Scikit-Learn

Sentiment Analysis is the Natural Language Processing (NLP) process to determine if a customer opinion is positive or negative.

In this article, we will get our hands dirty by performing Sentiment Analysis using NLTK and Scikit-Learn on the Kaggle Restaurant Reviews data set.

Here is the link to the article on Sentiment Analysis:

Textual Sentiment Analysis using NLTK and Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – Support Vector Machines using Scikit-Learn

In this article series, we will get our hands dirty with Support Vector Machines (SVM) using Scikit-Learn. We will use the use the Heart Failure clinical records data set from UCI to predict death event.

Here is the link to the article:

Machine Learning – Support Vector Machines using Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – Principal Component Analysis using Scikit-Learn

In this article series, we are at a point to discuss feature Dimensionality Reduction using Principal Component Analysis (PCA). We will get our hands dirty with PCA using Scikit-Learn. We will use the Auto MPG data set from UCI to predict MPG after reducing the dimension.

Here is the link to the article:

Machine Learning – Principal Component Analysis using Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – K-Means Clustering using Scikit-Learn

In this article series, we are in the territory of unsupervised learning. We will get our hands dirty with K-Means Clustering using Scikit-Learn. We will use the Palmer Penguins data set to cluster the Penguins.

Here is the link to the article:

Machine Learning – K-Means Clustering using Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – Gradient Boosting Machine using Scikit-Learn

In this article series as we continue the journey into ensemble learning, we will get our hands dirty with Gradient Boosting Machine using Scikit-Learn. We will use the Diamond Prices data set to predict the Diamond prices.

Here is the link to the article:

Machine Learning – Gradient Boosting Machine using Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – AdaBoost using Scikit-Learn

In this article series as we continue the journey into ensemble learning, we will get our hands dirty with AdaBoost using Scikit-Learn. We will use the Palmer Penguins data set to predict the Penguin species.

Here is the link to the article:

Machine Learning – AdaBoost using Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – Random Forest using Scikit-Learn

In this article series as we continue the journey into ensemble learning, we will get our hands dirty with Random Forest using Scikit-Learn. We will use the Palmer Penguins data set to predict the Penguin species.

Here is the link to the article:

Machine Learning – Random Forest using Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – Decision Trees using Scikit-Learn

In this article series in which we are covering classification, we will get our hands dirty with Decision Trees using Scikit-Learn. We will use the Glass Identification data set from UCI to predict glass type.

Here is the link to the article:

Machine Learning – Decision Trees using Scikit-Learn

Enjoy 🙂 !!!

Machine Learning – K Nearest Neighbors using Scikit-Learn

In this article series in which we are covering classification, we will get our hands dirty with K Nearest Neighbors using Scikit-Learn. We will use the Glass Identification data set from UCI to predict glass type.

Here is the link to the article:

Machine Learning – K Nearest Neighbors using Scikit-Learn

Enjoy 🙂 !!!