Evaluate the performance of TCN and Ensemble-based models using Word2Vec to your common deep learning architectures

Photo by on

A. Introduction

A.1. Background & Motivation

Text classification is one of the popular tasks in NLP that allows a program to classify free-text documents based on pre-defined classes. The classes can be based on topic, genre, or sentiment. Today’s emergence of large digital documents makes the text classification task more crucial, especially for companies to maximize their workflow or even profits.

Recently, the progress of NLP research on text classification has arrived at the state-of-the-art (SOTA). It has achieved terrific results, showing Deep Learning methods as the cutting-edge technology to perform such tasks.

Hence, the need to assess the performance of the SOTA deep learning models…


Build models for segmenting Toronto neighborhoods to find the best locations for starting a business

Photo by on

A. Introduction

A. 1. Background and Business Problem

Toronto is Canada’s largest city with a population of more than 2,7 million and a density of 4,334.4 people per square kilometer. The city is renowned as one of the most multicultural cities globally due to its large population of immigrants from all over the globe. This leads the city to become a world leader among other metropolitan and cosmopolitan cities from many sectors, including business.


Build a profitable wind energy demand forecasting model for energy traders based on deep learning.

Photo by on

Motivation

Creating a steady supply of energy is always vital as our modern society genuinely depends on this. That is why predictable sources of energy like fossil fuels, or nuclear power, is still favorable. However, the risk of energy shortfall will continually exist, driving us to use finance — to predict and avoid shortages in energy production that possibly cause power outages in the future. One can consider harnessing renewable energy to confront this challenge.

Among those renewable energy sources to date, some are dependent on the environment, such as wind energy. As the name implies, the energy will be produced…

Diardano Raihan

Hypnotizing your mind through mediocre content around maths, business, and technology.

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store