The Machine Learning Engineer Courses

MLOps MLflow: Converting Florence2 to OpenVINO IR for CPU Inference and Logging

Aprende a convertir modelos Florence 2 a formato OpenVino IR, implementar logging con MLFlow y realizar inferencia en CPU para optimizar el rendimiento de modelos de machine learning.

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

How to Clean Keys, Secrets and History from Your Git Repository - ML Tricks

Master essential techniques for removing sensitive data and cleaning Git repository history using BFG Repo-Cleaner tool, ensuring your codebase remains secure and professional.

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

LLMOps with MLflow - Document Classification Using Fine-Tuned LLM Models

Master end-to-end document classification using MLflow for LLM fine-tuning, inference, and deployment with Docker. Build robust APIs and implement CI pipelines for efficient machine learning operations.

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

MLOps MLFlow - Integration with LlamaIndex

Discover how to integrate MLFlow with LlamaIndex, leveraging OpenAI models and exploring MLflow traces for enhanced machine learning operations and tracking.

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

MLOps MLFlow - Integración con LlamaIndex en Español

Descubre cómo integrar LlamaIndex con MLFlow y OpenAI, explorando el seguimiento y gestión de modelos de lenguaje mediante la función Traces para optimizar tus proyectos de MLOps.

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

Evaluating LLM Responses with MLflow

Master MLflow's evaluation features to assess and analyze Large Language Model responses, enhancing your ability to measure and improve AI model performance.

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

LLMOps MLflow - Evaluación de Respuestas LLM con MLflow

Descubre cómo evaluar efectivamente las respuestas de LLMs utilizando las capacidades integradas de MLflow, incluyendo implementación práctica y métricas de evaluación.

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

Building a Conversational PDF Bot with LlamaIndex, Nvidia NIM, and Streamlit

Master building a conversational PDF bot using Streamlit, LlamaIndex, and Nvidia NIM to create interactive document-based chat applications with advanced RAG capabilities.

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

RAG Bot: Building a PDF Chatbot with LlamaIndex, Nvidia NIM, and Streamlit

Aprende a construir un bot conversacional que extrae información de PDFs utilizando LlamaIndex, Nvidia NIM y Streamlit, con implementación práctica paso a paso.

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

Creating Intelligent Agents with LangGraph and LangChain

Master LangGraph's framework to build intelligent agents with LLMs, enabling dynamic workflows and automated decision-making through stateful orchestration and information source interactions.

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

LangGraph - Creación de Agentes Inteligentes Controlados por LLMs

Descubre cómo implementar agentes inteligentes usando LangGraph de Langchain, explorando la creación de sistemas complejos basados en contexto y toma de decisiones automatizada.

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

Building PDF Chat Applications with Microsoft PromptFlow

Master building end-to-end PDF chat pipelines using PromptFlow, from setting up Docker containers to implementing inference servers for interactive document conversations.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Microsoft AI: PromptFlow - Creación de Pipeline para Chatear con PDFs

Descubre cómo crear una pipeline completa en PromptFlow para interactuar con documentos PDF, incluyendo la implementación de Docker y el servidor de inferencia para aplicaciones LLM.

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

Langchain: Integrating ElasticSearch Vector Store and RAG with Gemini

Explora la integración de Langchain con ElasticSearch y aprende a implementar aplicaciones RAG utilizando Gemini como modelo base y ElasticSearch como almacén de vectores.

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

NVIDIA DALI Data Loading Library for Deep Learning Applications

Explore NVIDIA DALI, a GPU-accelerated library for efficient data loading and pre-processing in deep learning applications, enhancing image, video, and audio processing workflows.

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