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posts/nlp-snippets-cluster-documents-using-word2vec/

How to Cluster Documents Using Word2Vec and K-means

Learn how to cluster documents using Word2Vec. In this tutorial, you'll train a Word2Vec model, generate word embeddings, and use K-means to create groups of news articles.

https://dylancastillo.co/nlp-snippets-cluster-documents-using-word2vec/

posts/how-to-make-a-twitter-bot-for-free/

How to Make a Twitter Bot With Python and AWS Lambda

Bots are becoming increasingly common on Twitter. Learn what options you have to make one. Use AWS Lambda and Python to develop your own Twitter bot.

https://dylancastillo.co/how-to-make-a-twitter-bot-for-free/

posts/fast-and-async-in-python-accelerate-your-requests-using-asyncio/

Fast & Asynchronous In Python: Accelerate Your Requests Using asyncio

Learn how to use asyncio to speedup your program by making concurrent requests to an API.

https://dylancastillo.co/fast-and-async-in-python-accelerate-your-requests-using-asyncio/

posts/how-to-plot-with-python-popular-graphs-using-pandas-matplotlib-seaborn-and-plotly-express/

How to Plot with Python: 8 Popular Graphs Made with pandas, matplotlib, seaborn, and plotly.express

https://dylancastillo.co/how-to-plot-with-python-popular-graphs-using-pandas-matplotlib-seaborn-and-plotly-express/

posts/4-ways-to-improve-your-plotly-graphs/

4 Ways To Improve Your Plotly Graphs

Making high-quality data visualizations is a critical skills for Data Scientists. Learn how to get better at it using Plotly's python library.

https://dylancastillo.co/4-ways-to-improve-your-plotly-graphs/

posts/elasticsearch-python/

How to Use Elasticsearch in Python

This tutorial will teach you the basics of using Elasticsearch in Python. You'll learn how to set up an Elasticsearch cluster in your machine, to create an index, add data to that index, and search your data.

https://dylancastillo.co/elasticsearch-python/

posts/build-a-site-quickly-using-google-sheets-python-and-aws/

Use Google Sheets, S3, and Python to Build a Website Quickly

We will set up a Python script that reads data from Google Sheets, generates a static site using a predefined template, and deploys it to an S3 bucket.

https://dylancastillo.co/build-a-site-quickly-using-google-sheets-python-and-aws/

posts/text-classification-using-python-and-scikit-learn/

Text Classification Using Python and Scikit-learn

This tutorial will show you how to quickly build a text classification model using Python and Scikit-learn.

https://dylancastillo.co/text-classification-using-python-and-scikit-learn/

posts/2023-personal-snapshot/

2023: Personal Snapshot

An annual review of 2023. I took a look at what went well in 2023 and what I should change for 2024.

https://dylancastillo.co/2023-personal-snapshot/

posts/ai-search-engine-fastapi-qdrant-chatgpt/

Build an AI Search Engine Using FastAPI, Qdrant, and ChatGPT

In this tutorial, you'll learn how to use FastAPI, Qdrant, Sentence Transformers, and ChatGPT to create an AI search engine.

https://dylancastillo.co/ai-search-engine-fastapi-qdrant-chatgpt/

posts/fastapi-nginx-gunicorn/

How to Securely Deploy a FastAPI app with NGINX and Gunicorn

In this tutorial, you'll learn how to use NGINX, and Gunicorn+Uvicorn to deploy a FastAPI app, and generate a free SSL certificate for it.

https://dylancastillo.co/fastapi-nginx-gunicorn/

posts/clustering-documents-with-openai-langchain-hdbscan/

Clustering Documents with OpenAI, LangChain, and HDBSCAN

This article will teach you how to cluster text data with LLMs using cutting-edge tools.

https://dylancastillo.co/clustering-documents-with-openai-langchain-hdbscan/

posts/opensearch-python/

How to Use OpenSearch in Python

This tutorial covers the basics of using OpenSearch in Python. You'll learn how to set up a local development cluster, create an index, and store and search your data.

https://dylancastillo.co/opensearch-python/

posts/nlp-snippets-clean-and-tokenize-text-with-python/

NLP Snippets #1: Clean and Tokenize Text With Python

The first step in a Machine Learning project is cleaning the data. In this article, you'll find 20 code snippets to clean and tokenize text data using Python.

https://dylancastillo.co/nlp-snippets-clean-and-tokenize-text-with-python/

posts/2021-personal-snapshot/

2021: Personal Snapshot

An annual review of 2021. I took a look at what went well in 2021 and what I should change for 2022.

https://dylancastillo.co/2021-personal-snapshot/

test-post/

Test post

http://localhost:2368/test-post/

posts/semantic-search-elasticsearch-openai-langchain/

Semantic Search with Elasticsearch, OpenAI, and LangChain

In this tutorial, I'll walk you through building a semantic search service using Elasticsearch, OpenAI, LangChain, and FastAPI. You'll create an application that lets users ask questions about Marcus Aurelius' Meditations and provides them with concise answers by extracting the most relevant content from the book.

https://dylancastillo.co/semantic-search-elasticsearch-openai-langchain/

posts/semantic-search-with-opensearch-cohere-and-fastapi/

Semantic Search with OpenSearch, Cohere, and FastAPI

In this tutorial, I'll you'll learn how to build a semantic search service using OpenSearch, Cohere, and FastAPI. You'll create an app that lets users search through news articles to find the ones that are most relevant to their query.

https://dylancastillo.co/semantic-search-with-opensearch-cohere-and-fastapi/