Step-by-Step Guide to NLP Basics: Text Preprocessing with Python Part 2

Step-by-Step Guide to NLP Basics: Text Preprocessing with Python Part 2

Learn the essential methods for representing text data in Natural Language Processing (NLP). Explore techniques like Bag of Words (BoW), TF-IDF, One-Hot Encoding, Word Embeddings, and Sentence Embeddings, all explained with Python code examples. These foundational methods transform raw text into numerical formats for machine learning and deep learning applications. Perfect for beginners looking to master text preprocessing and representation in NLP...

Sovary December 14, 2024 42
#Machine Learning  #NLP 
Step-by-Step Guide to NLP Basics: Text Preprocessing with Python

Step-by-Step Guide to NLP Basics: Text Preprocessing with Python

In this tutorial, we’ll walk through the essential steps of text preprocessing in Natural Language Processing (NLP). Text preprocessing is the foundation of NLP, where we transform raw text into a structured format that machines can understand. Using Python, we’ll demonstrate techniques such as tokenization, stopword removal, stemming, and lemmatization to prepare text data for analysis...

Sovary December 13, 2024 41
#Python  #Machine Learning  #NLP 
Laravel Eloquent Find with Trashed Record Example

Laravel Eloquent Find with Trashed Record Example

Laravel’s Eloquent ORM makes it easy to interact with your database using an expressive and elegant syntax. When working with databases, you might want to "soft delete" records—meaning, instead of permanently removing them, you mark them as deleted but retain them in the database for potential recovery later...

Sovary December 1, 2024 61
#Laravel  #Laravel 11 
Laravel 11 Custom Validation Error Message Example

Laravel 11 Custom Validation Error Message Example

In this tutorial, we’ll go through the steps to implement form validation with error messages in Laravel 11. Laravel's validation system makes it simple to validate user input and display error messages...

Sovary November 30, 2024 107
#Laravel  #Laravel 11 
How to Install Laravel 11 PHP Framework Example

How to Install Laravel 11 PHP Framework Example

am going to explain you how to install Laravel 11 with composer. I will explain and show step by step to install composer and Laravel project. To install the Laravel 11 PHP framework from scratch, follow these detailed steps. Before starting, ensure your system meets Laravel 11's technical requirements,..

Sovary November 30, 2024 202
#Laravel  #Laravel 11 
LLM in Action: Article Summarization with LangChain and Ollama

LLM in Action: Article Summarization with LangChain and Ollama

Learn how to integrate LangChain's pipelines with Ollama's locally served Llama models to summarize text efficiently. Explore how to use a local Llama model to generate concise summaries in JSON format for structured data processing...

Sovary November 29, 2024 285
#Machine Learning  #LLM  #Colab or Jupiter  #LangChain  #Ollama 
The Difference Between %pip and !pip in Colab: Which One Should You Use?

The Difference Between %pip and !pip in Colab: Which One Should You Use?

When you're working in a Jupyter Notebook (like Google Colab or other notebook environments), installing Python packages is often necessary. You can install packages directly within the notebook using the Python pip package manager,..

Sovary November 28, 2024 63
#Python  #Colab or Jupiter 
Exploring Large Language Models: Examples, Use Cases, and Applications

Exploring Large Language Models: Examples, Use Cases, and Applications

A Large Language Model (LLM) is a type of artificial intelligence (AI) designed to understand, generate, and interact with human language. These models are trained using vast amounts of text data and are based on deep learning techniques..

Sovary November 28, 2024 193
#Machine Learning  #LLM 
How to Handle Multiple Import Controllers in Laravel Routes

How to Handle Multiple Import Controllers in Laravel Routes

If you have many controllers and find importing each one with use cumbersome, you can simplify it using PHP namespaces effectively. Laravel doesn’t have a built-in feature to auto-import all controllers..

Sovary November 25, 2024 79
#Laravel  #Laravel 10 
Reading an Image in OpenCV using Python - FAQs

Reading an Image in OpenCV using Python - FAQs

OpenCV is widely used because: It is efficient and supports various image file formats like PNG, JPEG, and BMP. It offers functionalities beyond just reading, such as image transformation, object detection, and machine learning. It integrates seamlessly with Python for scripting...

Sovary November 25, 2024 140
#Python  #opencv  #Machine Learning 
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