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Alexis Ambriz's Projects

ai-agents icon ai-agents

This repo is an exercise in developing ai agents (i.e via custom agents, langchain)

clusteringmethod-slate icon clusteringmethod-slate

An assignment for CMPE 255 - Data Mining where various clustering methods will be used on a set of data.

cmpe-255-hw2 icon cmpe-255-hw2

Using jadbio as well as PyCaret to do various data science tasks

contrasttransferlabs icon contrasttransferlabs

In this repo, I demonstrate supervised contrastive learning, transfer learning, and zero-shot transfer learning with the CLIP (Contrastive Language & Image Pre-training) model, commonly used to perform text-to-image generation as unCLIP, using image multi-class classification models for Computer Vision (CV).

data-methodology icon data-methodology

Utilizing CRISP-DM (Cross-Industry Standard Practice for Data Mining), SEMMA (Sample, Explore, Modify, Model, and Assess) AND KDD (Knowledge Discovery in Databases) on three different datasets.

dimensionality_reduction icon dimensionality_reduction

Dimensionality Reduction, visualization of reduced and embedded, clustered data, as well as hyper-parameter tuning. Further, using automated system data bricks.

fashionrecsurvey icon fashionrecsurvey

In this repo, I summarize a survey research article titled on modern fashion recommender models

image_datamining icon image_datamining

Using OpenCV and Deep Learning Models on a set of images for classification or object detection

keras-hf-fastai icon keras-hf-fastai

Using FastAI, HuggingFace transformer models, and Keras for a variety of deep learning tasks.

linear-optimization icon linear-optimization

Mixed & non-Mixed Integer Programming with Linear Optimization on a set of equations. This is an assignment for my CMPE 256 Advanced Data Mining Course.

llama-rag icon llama-rag

In this repo, I experiment with the open source LLaMA model (Large Language Model) from Meta as well as RAG (Retrieval Augmented Generation) models and fine tuning them for a variety of tasks.

neurobytes icon neurobytes

A music recommendation application that could work alongside platforms (i.e Spotify, Apple Music) using LLMs

ondevice-ml icon ondevice-ml

A variety of models deployed as applications on desktop and mobile devices

pagerank icon pagerank

An example of PageRank calculated on a small network. This is an assignment for my CMPE 256 course in Advanced Data Mining.

pki_security icon pki_security

An assignment for CMPE 272, designing and implementing a secure webserver.

serverless_image_app icon serverless_image_app

A simple serverless app which generates images, randomly choosing colors and locations of text, writing an image into an S3 bucket.

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