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
- ๐ Iโm always studying courses on Coursera, Deeplearning.ai, Udemy, etc... improving my skills on ML, Generative AI and SW engineering
- ๐ฅ I love testing new tools and platforms about Vector databases, Data management and MLOps
- ๐จ Great interest in NLP in spanish: train and fine-tune models and test for improvements
- โ Iโm looking to write more articles on Medium
Detailed board on my Studies & Personal Projects on Data Science and Machine Learning
- ๐ Microsoft Certified: Azure Data Scientist Associate
- ๐ Servicenow Certified System Administrator
- ๐ Microsoft Certified: Azure AI Fundamentals
- ๐ Microsoft Certified: Azure Data Fundamentals
- ๐ AWS Certified Machine Learning Specialty
- ๐ Deeplearningai Specializations: Generative AI with LLM, Practical Data Science on AWS, NLP, GANs, Deep Learning, Tensorflow
- ๐ Machine Learning Engineer Nanodegree on Udacity
- ๐ Data engineer, Big Data and Machine Learning in Google Cloud Platform
- ๐ Microsoft Professional Program in Artificial Intelligence
- ๐ Microsoft Professional Program in Data Science
- ๐ Applied Data Science in Python Specialization Michigan University
- ๐ฐ Fine-Tuning a Llama-2 7B Model for Python Code Generation. Blog Code
- ๐ฐ Embeddings with Sentence Transformers and Pinecone for Question Answering in Spanish. Blog Code
- ๐ฐ And end-to-end AWS Sagemaker Pipeline to prepare data, train, evaluate and conditional deployment of a Keras Text Classification model. Code
- ๐ฐ Training a PyTorch Text Summarization Model on Vertex AI using a pretrained Huggingface model. Code
- ๐ฐ Train and Evaluate a Sentence Transformer model for news in spanish in AWS Sagemaker. Code
- ๐ฐ Train and Deploy on AWS Sagemaker a Sentiment Classifier on IMDb Reviews in Spanish. Code
- ๐ฐ Fine-tune a RoBERTa Encoder-Decoder model trained on MLM for Text Generation. Blog Code
- ๐ฐ Create a Tokenizer and Train a Huggingface RoBERTa Model from Scratch. Blog Code
- ๐ฐ Apply Machine Learning in an Easy and Fast Way with AWS AutoPilot: Diving Deep on AutoML. Blog Code
- ๐ฐ Fine-tune a Huggingface T5 model for Text Summarization using AWS Sagemaker and Weights and Biases. Code
- ๐ฐ 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
- ๐ 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
- ๐ฒ 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
- ๐ 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
- ๐ 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
- Fine-Tuning a Llama-2 7B Model for Python Code Generation
- Embeddings with Sentence Transformers and Pinecone for Question Answering in Spanish
- Fine-tune a RoBERTa Encoder-Decoder model trained on MLM for Text Generation
- Create a Tokenizer and Train a Huggingface RoBERTa Model from Scratch
- Apply Machine Learning in an Easy and Fast Way with AWS AutoPilot: Diving Deep on AutoML
- Text Summarization Guide: Exploratory Data Analysis on Text Data
- Steps to Start Training your Custom Tensorflow Model in AWS SageMaker
- Attention is all you need: Discovering the Transformer paper
- A Guide to the Encoder-Decoder Model and the Attention Mechanism
- Intro to RNN: Character-Level Text Generation With PyTorch
- Using Machine Learning to identify Accents in Spectrograms of Speech. Part 2
- Predicting mortgage approvals: Data analysis and prediction with Azure ML Studio