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Hello, my name is Eduardo MuΓ±oz Sala πŸ‘‹


I'm an experienced Software Engineer, Data Scientist and a Machine Learning Engineer and practitioner in a continuous learning path. I love building projects in ML, Generative AI and testing tools for MLOps architectures. Great skills in Data Analysis, Project Management and leading SW Development teams

  • πŸ“š I’m always studying courses on Coursera, Deeplearning.ai, Udemy, etc... improving my skills on ML, Generative AI and SW engineering
  • πŸ’₯ I love testing new tools and platforms about Vector databases, Data management and MLOps
  • πŸ”¨ Great interest in NLP in spanish: train and fine-tune models and test for improvements
  • ✍ I’m looking to write more articles on Medium

Detailed board on my Studies & Personal Projects on Data Science and Machine Learning

Certifications

  • πŸ“ Microsoft Certified: Azure Data Scientist Associate
  • πŸ“ Servicenow Certified System Administrator
  • πŸ“ Microsoft Certified: Azure AI Fundamentals
  • πŸ“ Microsoft Certified: Azure Data Fundamentals
  • πŸ“ AWS Certified Machine Learning Specialty
  • πŸ“ Deeplearningai Specializations: Generative AI with LLM, Practical Data Science on AWS, NLP, GANs, Deep Learning, Tensorflow
  • πŸ“ Machine Learning Engineer Nanodegree on Udacity
  • πŸ“ Data engineer, Big Data and Machine Learning in Google Cloud Platform
  • πŸ“ Microsoft Professional Program in Artificial Intelligence
  • πŸ“ Microsoft Professional Program in Data Science
  • πŸ“ Applied Data Science in Python Specialization Michigan University

Connect with me:

edumunozsala | LinkedIn edumunozsala | Medium

Languages and Tools:

Python

PyTorch

Keras

TensorFlow

Scikit

AWS

GoogleCloud

SQL

git

Oracle




πŸ’» Latest Projects

  • πŸ“° Fine-Tuning a Llama-2 7B Model for Python Code Generation. Blog Code
  • πŸ“° Embeddings with Sentence Transformers and Pinecone for Question Answering in Spanish. Blog Code
  • πŸ“° And end-to-end AWS Sagemaker Pipeline to prepare data, train, evaluate and conditional deployment of a Keras Text Classification model. Code
  • πŸ“° Training a PyTorch Text Summarization Model on Vertex AI using a pretrained Huggingface model. Code
  • πŸ“° Train and Evaluate a Sentence Transformer model for news in spanish in AWS Sagemaker. Code
  • πŸ“° Train and Deploy on AWS Sagemaker a Sentiment Classifier on IMDb Reviews in Spanish. Code
  • πŸ“° Fine-tune a RoBERTa Encoder-Decoder model trained on MLM for Text Generation. Blog Code
  • πŸ“° Create a Tokenizer and Train a Huggingface RoBERTa Model from Scratch. Blog Code
  • πŸ“° Apply Machine Learning in an Easy and Fast Way with AWS AutoPilot: Diving Deep on AutoML. Blog Code
  • πŸ“° Fine-tune a Huggingface T5 model for Text Summarization using AWS Sagemaker and Weights and Biases. Code
  • πŸ“° Text Summarization Guide: Development of EDA for text data, Encoder-Decoder with Attention, Transformer using Tensorflow 2, AWS SageMaker and Weight&Biases. Blog Code
  • A Guide to the Encoder-Decoder Model and the Attention Mechanism: build a encoder decoder architecture using LSTM units with the Luong's Attention in Tf2- Blog Code
  • Character-level text generator with Pytorch and Amazon SageMaker - Blog Code
  • πŸ“œ Intro to NLP and Text Classification: Compilation of notebooks introducing some relevants topics and concepts to get started in Natural Language Processing. - Blog Code
  • Malaria Predictor based on Image Classification: An image classifier to predict if a cell is infected or not with malaria. CNNs, data augmentation and transfer learning using Azure Machine Learning Services - Code
  • 🌲 Forest Cover Type Predictor: EDA to analyze the problem and develope a XGBoost model and an stacked ensemble model to predict the cover type in Roosevelt National Forest. - Code
  • πŸ”ˆ Using Machine Learning to identify accents in spectrograms of speech: Capstone Project in the Microsoft Professional Program in Artificial Intelligence, CNN to identify accents in spectrograms using Azure Machine Learning Services - Blog Code
  • 🏠 Predicting Mortgage Approvals: A capstone project in the Microsoft Professional Program in Data Science, an Exploratory Data Analysis on applications and machine learning model in Azure Machine Learning Studio. - Blog Code

πŸ“° Latest Blog Posts

Anurag's github stats

Eduardo M Sala's Projects

character-level-text-generation icon character-level-text-generation

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

malaria-predictor-image-classification icon 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

mde-pc1-image-tagging-api icon mde-pc1-image-tagging-api

Build an Rest API Flask to tag images using Flask, Docker, Docker Compose and MySQL Proyecto C1 de Master Data Engineering

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