Aditi Mukerjee

Published in The Startup

·Pinned

Spam Filtering Using Bag-of-Words

Introduction — In this post, we’re going to employ one simple natural language processing (NLP) algorithm known as bag-of-words to classify messages as ham or spam. Using bag of words and feature engineering related to NLP, we’ll get hands-on experience on a small dataset of one SMS message, a lot of SMS…

7 min read

7 min read

Feb 16, 2021

Step by step CNN implementation in Keras for beginners for image classification problem

A convolutional neural network (CNN, or ConvNet) is a class of deep neural networks, most commonly applied to analyzing visual imagery. The network can be a pretty large network and it can range from a few million to a billion parameters. …

10 min read

Step by step VGG16 implementation in Keras for beginners for image classification problem

10 min read

Jan 20, 2021

Data Visualizations of COVID-19 cases in Ontario using Tableau

In Canada particularly in Ontario, the COVID-19 Cases are on a rise. Ontario’s Premier Doug Ford declared a second state of emergency and issued a stay-at-home order for the province, which started on Jan 14, 2021. The latest headline states that Ontario reports a single-day increase in new COVID-19 cases…

3 min read

Data Visualizations of COVID-19 in Ontario using Tableau

3 min read

Dec 24, 2020

Using a Logistic regression along with Neural Networks for Cat vs Non-Cat Image Classification

In this blog, we will be covering up the concepts of using the logistic regression along with neural networks, applying forward and backward propagation, and then applying them to the practice in order to build your image recognition system i.e a cat classifier in this case. …

9 min read

Using a Logistic regression along with Neural Networks Cat vs Non-Cat Image Classification

9 min read

Dec 16, 2020

Machine Learning Pipelines with Azure ML Studio

Introduction Here I built an ML pipeline using Microsoft Azure Studio. Dataset I used the Adult Census dataset within Microsoft Azure ML Studio for predicting accuracies. This dataset is from the Machine Learning repository. Data selection and cleaning The Adult Census dataset was imported into the dashboard. To account for…

4 min read

Machine Learning Pipelines with Azure ML Studio

4 min read

Dec 16, 2020

GHGs Emissions data future predictions using machine learning

Introduction In this blog, I discuss my machine learning capstone project where I apply algorithms (for both classification and regression) to identify the most reliable algorithm in each of them that depicts the highest performance on both training and test data and that can be considered for the future dataset. …

5 min read

GHGs Emissions data future predictions using machine learning

5 min read

Nov 22, 2020

Exploring data using Tableau

Introduction In this blog, I explored the dataset discussing tracking alcohol consumption in mainly European and Australian nations. The original Tableau file and pdf for the “Alcohol Consumption by Country” data has been made public on my Github here. Data Set For this blog, I have used the makeover Mondays dataset —…

2 min read

2 min read

Nov 15, 2020

Exploring data using Python (Seaborn and Matplotlab)

Introduction In this blog, I explored the dataset by Next Gen Stats tracking data for running NFL plays. The code for the “NFL plays” data has been made public on my Github here. Data Set For this blog, I have used the Kaggle data set — NFL Big Data Bowl. The dataset contains…

4 min read

Exploring data using Python (Seaborn and Matplotlab)

4 min read

Nov 15, 2020

Power BI Dashboard

Introduction In this blog, I explored the credit default data using Microsoft Power BI. The Microsoft BI dashboard for the “Credit Card Default” data has been made public on my Github here. Data The dataset used for the data analysis in Power bi is from UCI Machine Learning Repository. The…

2 min read

2 min read

Nov 12, 2020

Exploring Wine Reviews using Pandas

Exploring Wine Reviews using Pandas Introduction There are a lot of wine enthusiasts all over the world In this blog, I explored the wine review data using Pandas. The code for the “Wine Review” data has been made public on my Github here. I am a Professional Engineer(P.Eng) and a Project…

4 min read