Why Apriori Algorithm Is Not Applicable for All Types of Products/Stores?
Author(s): OneByyTwo Originally published on Towards AI. Apriori algorithm is the most sought-after tool when it comes to conducting Market Basket Analysis. However, it is not applicable to all types of products or stores. A note from the authors Dear readers, before …
Scraping Your Medium Stories
Author(s): Joaquin de Castro Originally published on Towards AI. Data Mining, Programming While learning about and exploring the power of web scraping In the βgood old daysβ Medium allowed us to have custom websites for our publications. Unfortunately, this functionality has been …
Implementation of Principal Component Analysis from scratch
Author(s): Navoneel Chakrabarty Originally published on Towards AI. Letβs Get Started Real-time data may have a vast number of attributes, which often makes essential Exploratory Data Analytics very difficult. Such data are known as highly Multi-Dimensional Data in which each and every …
Building a Machine Learning Model When Data Isnβt Available
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Advantages of high-quality data Before performing any data science task such as exploratory data analysis or building a model, you must ask yourself the following important questions: What do you want to …
Application of Synthetic Minority Over-sampling Technique (SMOTe) for Imbalanced Datasets
Author(s): Navoneel Chakrabarty Originally published on Towards AI. In Data Science, imbalanced datasets are no surprises. If the datasets intended for classification problems like Sentiment Analysis, Medical Imaging or other problems related to Discrete Predictive Analytics (for example-Flight Delay Prediction) have an …