Blogs

Building a Book Recommender Engine from Scratch and Deploying It to a Web Application

Web App
Recommendation System
Flask
This guide outlines the process of building a book recommendation system using distributed computing with Sklearn and Pandas, integrated into a fully deployed web…
Aug 16, 2024
Tooba Rahimnia

Detecting Fraudulent Transactions Using Random Forest: A Step-by-Step Guide

Tabular Data
Random Forest
Kaggle
In this blog post, we’ll explore how to harness the power of Random Forest for effective fraud detection, especially when dealing with large and imbalanced datasets. We’ll…
Jul 24, 2024
Tooba Rahimnia

How to Create a Web App with Django and YOLOv10 Models on Your Custom Dataset

Web App
Computer Vision
Django
In this blog, we will learn about YOLOv10 models and how to train one on a custom dataset to develop a real-time object detection web application using Django.
Jul 13, 2024
Tooba Rahimnia

How to Setup a Machine for Deep Learning Environment (Mac Version)

Mamba
Create a Deep Learning environment on your own system using mamba, and fastai.
Jul 3, 2024
Tooba Rahimnia

How to Build a Music Genre Classifier Using Hugging Face Transformers and Gradio

Web App
Audio Signal Processing
In this blog, we will build a music genre classification system using the GTZAN dataset to identify the genre of a given audio track.
Jun 20, 2024
Tooba Rahimnia

Navigating the Kaggle U.S. Patent Phrase to Phrase Matching Competition: A Step-by-Step Guide

NLP
Tabular Data
Kaggle
Working on the U.S. Patent Phrase to Phrase Matching Problem using Natural Language Processing (NLP) techniques to learn how to develop models that accurately match phrases…
Jun 5, 2024
Tooba Rahimnia

Implementing Binary Image Classification Using FastAI, and Flask

Web App
Computer Vision
Flask
This guide covers the entire process of deploying a dog breed image classification model. The model is locally hosted, and utilizes a RESTful API built with Flask.
May 28, 2024
Tooba Rahimnia

How to Build a Web App Using HuggingFace and Gradio Within an Hour

Web App
Computer Vision
Walkthrough of an end to end dog vs cat image classification model deployed on HuggingFace Spaces, supported by FastAI and Gradio.
May 20, 2024
Tooba Rahimnia
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