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edumunozsala/README.md

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

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  1. documentation-bot-helper-langchain documentation-bot-helper-langchain Public

    A chatbot to search answers in a documentation using langchain

    Python 1

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

    Fine-tune and quantize Llama-2-like models to generate Python code using QLoRA, Axolot,..

    Jupyter Notebook 63 14

  3. Transformer-NMT Transformer-NMT Public

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

    Jupyter Notebook 23 14

  4. RoBERTa_Encoder_Decoder_Product_Names RoBERTa_Encoder_Decoder_Product_Names Public

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

    Jupyter Notebook 45 12

  5. sentence-transformer-spanish-news sentence-transformer-spanish-news Public

    Train and evaluate a Sentence Transformer for news in spanish

    Jupyter Notebook 1

  6. sagemaker-pipeline-text-classification sagemaker-pipeline-text-classification Public

    A Sagemaker end-to-end pipeline to prepare data, train, evaluate and deploy a Keras Text Classifier

    Jupyter Notebook 2 1