The Machine Learning Engineer Courses

RAG with LangGraph - Breakpoints and Human-in-the-Loop Feedback

Explore cómo implementar breakpoints y retroalimentación del usuario en flujos de gráficos LangGraph para mejorar sistemas RAG y el aprendizaje automático.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

MLOps with MLFlow: Evaluating and Quantizing Fine-Tuned LLM Models

Discover how to evaluate fine-tuned LLMs using MLflow, convert models to ONNX format, and implement INT8 quantization for optimized performance and deployment.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Evaluación de LLM con MLFlow: FineTuning, Quantización y ONNX en Español

Descubre cómo evaluar modelos LLM post-finetuning usando MLflow, incluyendo la conversión a ONNX y cuantización INT8 para optimizar el rendimiento y eficiencia.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Converting T5 Large Models to ONNX Format and 8-bit Quantization with MLflow and Optimum

Master model optimization techniques by converting T5 Large to ONNX format and implementing 8INT quantization using Hugging Face Transformers Optimum, with MLflow integration for text summarization tasks.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

MLOps MLFlow: Convertir Modelo T5 Large a ONNX y Quantizar a 8Int

Aprende a convertir y optimizar modelos T5 Large a formato ONNX y realizar cuantización 8INT usando Optimum de Huggingface, integrando MLflow para seguimiento de modelos.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Fine-tuning T5-Large Model for Text Summarization with MLFlow

Master fine-tuning T5-Large models for text summarization using MLflow, covering model tracking, logging, and specialized training techniques for enhanced summarization capabilities.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

T5-Large Model Fine-Tuning for Text Summarization with MLFlow - Spanish

Aprende a realizar fine-tuning del modelo T5-Large para tareas de summarización en español, utilizando MLflow para seguimiento y registro del proceso de entrenamiento.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

MLOps: VSCode Remote Development for Data Science and Machine Learning

Master remote development in VSCode by connecting to VMs, Docker, WSL, and Google Colab for streamlined machine learning workflows and efficient cloud infrastructure management.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

VSCode Remote Development for MLOps and Data Science (Español)

Aprende a conectar VSCode con infraestructura remota, incluyendo máquinas virtuales en la nube, Docker, WSL y Google Colab para optimizar tu desarrollo en ciencia de datos.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Multimodal RAG Application Development with LlamaIndex, Google AI, Gemini Pro and Qdrant

Master building multimodal RAG applications using LlamaIndex, Google AI Studio SDK, and Gemini models to extract and process information from images with Qdrant vector storage integration.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Multimodal RAG with LlamaIndex, Google AI, Gemini Pro and Qdrant

Explore cómo crear aplicaciones RAG multimodales utilizando LlamaIndex, Google AI Studio SDK y Gemini Pro para extraer información estructurada de imágenes con Qdrant como vector store.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Multimodal RAG with LangChain, VertexAI, Gemini Pro and Chroma

Master building multimodal RAG systems using LangChain and VertexAI SDK to process PDFs and images, implementing advanced data retrieval techniques with Chroma vector storage.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Multimodal RAG with LangChain, VertexAI, Gemini Pro and Chroma

Aprende a construir aplicaciones RAG multimodales utilizando LangChain, VertexAI y Chroma para procesar eficientemente datos no estructurados como PDFs e imágenes.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Introduction to RapidOCR for Computer Vision

Discover how to implement RapidOCR library for efficient optical character recognition in computer vision applications, enhancing your machine learning capabilities.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Introducción a RapidOCR para Computer Vision en Español

Descubre cómo implementar reconocimiento óptico de caracteres con RapidOCR, una potente librería para procesamiento de texto en imágenes mediante visión por computadora.

• YouTube
• 28 minutes
• Self-Paced
• Free Video