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edumunozsala

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Examples of models for Text Summarization using AWS SageMaker and W&B. Using Bi-LSTMs, Attention, Pointer Generator, Transformers, T5 and transformer library

RoBERTa_Encoder_Decoder_Product_Names

Define Transformers, T5 model and RoBERTa Encoder decoder model for product names generation

Jupyter Notebook

Transformer-NMT

A Tensorflow implementation of a Transformer model and how to train it on AWS SageMaker to solve a NMT task

Jupyter Notebook

llama-2-7B-4bit-python-coder

Fine-tune Llama-2 7B to generate Python code

Jupyter Notebook

Intro-NLP-Text-Classification

A guided tour on NLP, introduction to basic techniques on machine learning for a text classification about tweets

Jupyter Notebook

NMT-encoder-decoder-Attention

A neural machine translator from english to spanish in tf2 using encoder-decoder with attention

Jupyter Notebook

spectrograms_speech_classification

A Keras Tensorflow model trained on Azure Machine Learning Services to identify accents in spectrograms of speech

Jupyter Notebook

Character-Level-Text-Generation

An introduction to Recurrent Neural Networks building a character level text generator in Pytorch, train and deploy in Amazon SageMaker

Jupyter Notebook

llm-langchain-agent-linkedin

Python

Forest-Cover-Type-Predictor

A classification problem on tabular data using decision trees and ensemble models like AdaBoost or XGBoost.

Jupyter Notebook

Predicting_Mortgage_Approvals

Capstone project for my Microsoft Profesional Program in Data Science

Jupyter Notebook

MLE_Capstone_Text_Summarization

Capstone for Machine Learning Engineer ND Udacity on subject Text Summarization

Jupyter Notebook

fastai_text_summarization

An abstractive text summarizer using fastai library in Pytorch

sagemaker-training-mlmodels

Notebooks and scripts for training Tensorflow and Pytorch model in AWS SageMaker

Jupyter Notebook

SageMaker_Plagiarism_Detection

A simple and easy plagiarism detector using Amazon SageMaker

Jupyter Notebook

SageMaker_AutoPilot_Guide

A guide on AutoML training using AWS AutoPilot

Jupyter Notebook

Malaria-Predictor-Image-Classification

An image classifier to predict if a cell is infected or not with malaria. This repo contain some simple convolutional networks, apply data augmentation and transfer learning. We also include notebooks and scripts to train in Azure ML Services

Jupyter Notebook

MLE_Sentiment_analysys_sagemaker

Machine Learning Engineer Nanodegree: Sentiment Analysis Project

HTML

edumunozsala/Text-Summarization-Guide

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