Customizing Loss Functions and Metrics in TensorFlow Keras
Dec 19, 2023
Let's explore how to create custom loss functions and evaluation metrics for training and evaluating deep learning models in TensorFlow Keras. We'll show you how to create a macro F1 score and a loss function that combines the binary cross entropy loss and the mean squared error loss.
Fine-tuning Hugging Face Multimodal Transformers in PyTorch
Dec 6, 2023
Let's learn how to fine-tune a multimodal transformer from the Hugging Face library in PyTorch. We'll show you how to perform sentiment analysis using multimodal image and text data.
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Text Classification with ChatGPT in Python using OpenAI API
Nov 22, 2023
In this tutorial, we'll show you how to use ChatGPT to classify ham and spam messages. We'll use the OpenAI API to access ChatGPT functions in Python to help us with this text classification exercise.
Image Generation in Python with OpenAI DALL-E
Nov 12, 2023
Here's how you can generate images in Python using the OpenAI DALL-E model. We'll also teach you how to edit and create image variations.
Building a Python Question-Answering System with ChatGPT
Nov 2, 2023
In this article, you will see how to develop a question-answering system with ChatGPT using Python. We'll explore both stateless and state-full implementations of our Python question-answering system.
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Fine Tuning BERT for Sentiment Analysis with PyTorch
Oct 19, 2023
This tutorial explains how to fine-tune a Hugging Face BERT model in PyTorch. As an example, we'll train a multi-class sentiment classification model.
Introduction to Python Data Cleaning with PyJanitor
Oct 5, 2023
This article explains how to clean data using the Python PyJanitor module. We'll show you how to install PyJanitor and clean your Pandas DataFrames with it.
Python Data Validation for Beginners with Cerberus
Sep 23, 2023
This article explains how to use the Python Cerberus module for data validation. You'll learn how how to define schemas, rules, and types to validate your data.
Handling Files and Folders in Python with Pathlib
Sep 7, 2023
In this article, we'll explain how to work with the Python Pathlib module to perform basic and advanced file and directory operations and why it's preferred over the os.path module.
Working with Metaclasses in Python - Harnessing Advanced Object Control
Aug 17, 2023
This article explains how to work with Python metaclasses. We'll explain what metaclasses are, how they differ from normal classes, and when you should use them.
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