Florilegium: a blog not about flowers.

NLP on Steroids

Using Amazon Textract, Amazon Bedrock, and LangChain to Process Documents.
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Build a ChatBot Using Local LLM

Using Ollama, LangChain, and Streamlit, this project aims to demonstrate how a recruiter or HR personnel can benefit from a chatbot that answers questions regarding candidates.
Read more: Build a ChatBot Using Local LLM
Elevate your NLP Game with AI

This project aims to demonstrate how we can use the power of LLMs like ChatGPT to perform classic NLP tasks like sentiment analysis.
Read more: Elevate your NLP Game with AI
Job Description Summarizer Using LangChain and Streamlit

The goal of this project is to create an app that summarizes the technology stack in a job description.
Read more: Job Description Summarizer Using LangChain and Streamlit
Multiple Choice QnA Reviewer – ChatGPT, LangChain, RAG

This project aims to create a reviewer for the latest Occupational Therapy Rules published by the Texas Board of Occupational Therapy Examiners.
Read more: Multiple Choice QnA Reviewer – ChatGPT, LangChain, RAG
Lesson Plan Maker – Powered by ChatGPT Using LangChain

The goal of this project is to creates a “quick and dirty” lesson plan with differentiated worksheets for different student accommodations.
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Hands-on Introduction to Semantic Kernel

The goal of this project is to demonstrate how to use semantic kernel in both the python console and the web browser. Github repo
Read more: Hands-on Introduction to Semantic Kernel
Existential Crisis

I feel like I’ve been in a state of brumation since ChatGPT. I haven’t been writing any articles at all. Instead, I’ve been upskilling and silently keeping up on the recent going ons with ChatGPT and other LLMs. See, I knew then that it was going to be revolutionary whenever GPT-4 comes out. What I…
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Go viral or not?

I used, XGBoost to analyze the Online News Popularity Data and predict the popularity of online news articles. The aim is to construct a model and extract feature importance. The research question is as follows: Can gradient boosting be constructed based solely on the research data?
Read more: Go viral or not?
Texas Public Schools Effectiveness Study

An exploratory data analysis of financial (PEIMS) and performance data (STAAR). Study with a focus on diversity. I used XGBoost and SHAP to extract feature importance.
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Open to Work

Currently looking for a data science manager or a machine learning engineer role. Open to remote work or on-site in the vicinity of San Antonio, Texas. Drop me a line if you’ve got something in mind.
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CompTIA Network+

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got my resume?

“I witnessed first hand how she manages to inspire and energize everyone around her. Her leadership style is only matched by her skillful ability to leverage technology to solve problems. Furthermore, once she sets her mind to something, she becomes an unstoppable force who at the same time is not afraid to ask for help.” – Genevieve R.