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#LLMOps

Showing: 75 courses
MLOps World: Machine Learning in Production

Evaluating LLMs and RAG Pipelines at Scale

0 rewiews
Explore techniques for evaluating Large Language Models and RAG pipelines in production, focusing on Valor, an open-source evaluation service for rigorous real-world testing.
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1 Lesons
35 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Deploying GenAI Applications to Enterprises: Custom Evaluation Models and LLMOps Workflow - MLOps World

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Explore challenges and solutions in deploying conversational AI to enterprises, focusing on accuracy optimization, LLMOps workflows, and infrastructure requirements for scalable implementation.
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1 Lesons
49 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOPS: Training a Small LLM (GPT-2) - Machine Learning and Data Science

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Explore training a small LLM (GPT2) locally, understanding challenges and limitations of LLM development for individuals and small teams.
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1 Lesons
53 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOPS: Entrenamiento de un LLM nanoGPT (GPT2) en Español

0 rewiews
Aprende a entrenar un LLM nanoGPT en español desde cero, crear datasets personalizados y realizar inferencias localmente utilizando un modelo GPT2 base.
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1 Lesons
43 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps with Langchain, OpenAI, and Databricks - Creating a Retrieval QA Chain

0 rewiews
Crea un chain Retrieval QA con Langchain, Faiss y OpenAI. Aprende a salvar componentes en MLFLOW Databricks y realizar inferencias usando la chain creada.
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1 Lesons
41 minutes
On-Demand
Free-Video
The Machine Learning Engineer

ML and MLOps with Databricks: LLMOps, MLFlow, OpenAI, and Databricks - Spanish

0 rewiews
Aprende a utilizar OpenAI GPT-4 como revisor de código, encapsulándolo en un modelo Python de MLflow para implementarlo en una pipeline de Databricks.
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1 Lesons
38 minutes
On-Demand
Free-Video
The Machine Learning Engineer

ML and MLOps with Databricks: LLMOps, MLFlow, Transformers, and Databricks - Spanish

0 rewiews
Aprende LLMOps con MLFlow y Databricks: implementa y gestiona modelos de lenguaje a gran escala utilizando herramientas de vanguardia en español.
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1 Lesons
52 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Optimización de Memoria y Computación en LLMs

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Explora técnicas avanzadas de optimización para LLMs: FlashAttention, GQA, DDP y FSDP. Mejora la eficiencia en capas de atención y entrenamiento.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Prompt Tuning for Dialog Summarization with Flan-T5 in Spanish

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Aprende a personalizar y evaluar modelos Flan-T5 para resumen de documentos mediante prompt tuning, con enfoque práctico en español.
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1 Lesons
26 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Personalizar ViT Classifier con tu Propia Data y Docker Inference

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Personaliza un Vision Transformer con tu dataset, crea un docker y un punto de inferencia con FastAPI para clasificación de imágenes.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Converting Video Classifier (ViViT) to ONNX for CPU Inference

0 rewiews
Convierte un Video Vision Transformer a formato ONNX y realiza inferencia en CPU, optimizando el rendimiento del modelo de clasificación de videos.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Como usar Nvidia TensorRT SDK para Inferencia en GPU

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Optimiza la inferencia en GPU con Nvidia TensorRT SDK, convirtiendo modelos y comparando tiempos de ejecución en diferentes precisiones de datos.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Comparación de Openvino, ONNX, TensorRT y Pytorch para Inferencia

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Compara el rendimiento de inferencia de modelos convertidos a ONNX, OpenVino y TensorRT frente a PyTorch nativo en GPU y CPU.
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1 Lesons
39 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Inferencia en CPU con Microsoft Florence 2 ONNX en C# - LLMOPs

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Aprende a realizar inferencia en CPU con el modelo Florence 2 Large en formato ONNX utilizando C#. Explora técnicas avanzadas de machine learning y ciencia de datos.
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1 Lesons
39 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOPs: Inferencia en CPU con Phi3 Vision 128k Instruct - ONNX 4bits en C#

0 rewiews
Aprende a realizar inferencia en CPU con Phi 3 Vision 128K Instruct, utilizando modelos ONNX de 4 bits y C# para prompts multimodales eficientes.
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1 Lesons
26 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOPs - Inferencia en CPU con Phi3 4k Instruct ONNX 4bits en C#

0 rewiews
Aprende a realizar inferencia en CPU con Phi 3 4K Instruct cuantizado a 4 bits en ONNX usando C#, optimizando el rendimiento de modelos de lenguaje.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Inferencia de Clasificador ViT Fine-Tuned en CPU con C#

0 rewiews
Aprende a realizar inferencia en C# con un Vision Transformer personalizado en formato ONNX utilizando CPU para clasificación de imágenes.
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1 Lesons
23 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Converting Fine-Tuned ViT Classifier to ONNX for CPU Inference

0 rewiews
Convierte un Vision Transformer personalizado a ONNX y realiza inferencia en CPU, optimizando el rendimiento del modelo de clasificación de imágenes.
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1 Lesons
28 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: LLMs Memory and Compute Optimizations

0 rewiews
Explore FlashAttention, GQA, FSDP, and DDP techniques to enhance LLM efficiency, training, and fine-tuning in self-attention layers.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Quantization Models and Inference with ONNX Generative Runtime

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Explore ONNX runtime GPU support for inference with generative models, including Phi3-mini quantization and conversion techniques.
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1 Lesons
30 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Teaching Vector Databases at Scale

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Discover how vector databases are being integrated into university curricula and online learning platforms, with insights on implementing RAG patterns and scaling database education.
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1 Lesons
36 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Challenges in Using LLM-as-a-Judge for Production Evaluations

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Explore key techniques and challenges in using LLMs as evaluation tools for AI applications, with insights on improving RAG-based systems and implementing production-grade assessments.
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1 Lesons
43 minutes
On-Demand
Free-Video
The Full Stack

LLMOps - LLM Bootcamp

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Explore LLMOps principles for improving language model applications, covering model selection, prompt management, testing strategies, evaluation metrics, deployment, and test-driven development.
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10 Lesons
49 minutes
On-Demand
Free-Video
Microsoft

Quick Wins Across the Enterprise with Responsible AI

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Explore rapid AI prototyping, use case identification, and responsible enterprise adoption. Learn about Microsoft AI services, Kyndryl's LLMOps framework, and human-centric implementation for balanced speed and responsibility.
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1 Lesons
43 minutes
On-Demand
Free-Video
Microsoft

End-to-End AI App Development: Prompt Engineering to LLMOps

0 rewiews
Comprehensive guide to Azure AI's features for streamlining AI app development, from prototyping to deployment. Learn to maximize LLM capabilities and harness Generative AI potential with Azure AI Studio.
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1 Lesons
46 minutes
On-Demand
Free-Video
Linux Foundation

MLOps: Why DevOps Solutions Fall Short in the Machine Learning World

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Explore MLOps challenges, differences from DevOps, and solutions for efficient machine learning development. Learn about GitLab's approach and the emerging field of LLMOps.
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1 Lesons
41 minutes
On-Demand
Free-Video
LLMOps Space

Building the Fine-Tuning Pipeline for Alignment of LLMs

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Explore key aspects of aligning LLMs and set up infrastructure for a versatile alignment pipeline. Learn data collection, prompt tuning, and workflow management techniques.
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1 Lesons
45 minutes
On-Demand
Free-Video
LLMOps Space

Traceability and Observability in Multi-Step LLM Systems - LLMOps

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Explore advanced techniques for implementing traceability and observability in multi-step LLM systems, focusing on RAG systems and leveraging OpenTelemetry for deep insights.
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1 Lesons
49 minutes
On-Demand
Free-Video
LLMOps Space

Vector and Keyword Search for Enhanced LLM Performance

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Explore hybrid search techniques combining keyword and vector algorithms to enhance LLM performance, including metadata filtering, TF/IDF ranking, and advanced vector search methods.
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1 Lesons
53 minutes
On-Demand
Free-Video
LLMOps Space

Private RAG with Open Source and Custom LLMs - BentoML and OpenLLM

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Explore practical considerations for building private RAG applications using open source and custom LLMs. Learn about OpenLLM and optimize inference performance for RAG deployments.
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1 Lesons
51 minutes
On-Demand
Free-Video
LLMOps Space

Config-Based Development for LLMs: Versioning, Routing, and Evaluating LLMs

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Explore config-based development for LLMs, covering versioning, routing, and evaluation techniques to transition Generative AI apps from prototype to production efficiently.
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1 Lesons
47 minutes
On-Demand
Free-Video
LLMOps Space

Fine-tuning LLMs with Hugging Face SFT and QLoRA - LLMOps Techniques

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Explore advanced LLM fine-tuning techniques, from specialized tuning to instruction enhancement. Learn dataset preparation, model optimization, and leverage powerful libraries for efficient fine-tuning and deployment.
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1 Lesons
54 minutes
On-Demand
Free-Video
LLMOps Space

Orchestrating RAG: Retrieval, Canopy, and Pinecone

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Explore orchestrating RAG pipelines, optimizing retrieval strategies, and leveraging Canopy and Pinecone for scalable AI applications with billions of documents.
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1 Lesons
58 minutes
On-Demand
Free-Video
LLMOps Space

Evaluating LLM-Based Apps - Deepchecks LLM Validation

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Explore LLM hallucinations, evaluation methodologies, and golden sets. Witness a live demo of Deepchecks' new LLM evaluation module for robust performance benchmarking and quality assurance.
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1 Lesons
48 minutes
On-Demand
Free-Video
LLMOps Space

Securing AI and LLM-based Applications: Best Practices

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Explore security challenges in AI and LLM applications, learn attack scenarios, and discover best practices for mitigating risks and maintaining application integrity.
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1 Lesons
51 minutes
On-Demand
Free-Video
LLMOps Space

Building LLM-Powered Apps: Best Practices for Vector Databases and LLMOps

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Explore best practices for LLM-based app development, covering design considerations, technical aspects, and deployment strategies for optimal performance and scalability.
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1 Lesons
45 minutes
On-Demand
Free-Video
LLMOps Space

Advanced RAG: Chunking, Embeddings, and Vector Databases

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Explore advanced RAG concepts: chunking for efficient retrieval, embeddings for text representation, and vector databases for optimized storage and retrieval in LLM applications.
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1 Lesons
50 minutes
On-Demand
Free-Video
LLMOps Space

Leveraging Open Source Large Language Models for Production

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Explore open-source LLMs, compare with proprietary options, understand economic aspects, evaluate performance, and learn to operate and fine-tune models using dstack.
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1 Lesons
54 minutes
On-Demand
Free-Video
LLMOps Space

Building an LLMOps Stack for Large Language Models

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Explore LLMOps architecture: MLFlow for LLMs, Vector Databases, RAG strategies, and prompt evaluation. Gain insights into optimizing and deploying large language models effectively.
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1 Lesons
43 minutes
On-Demand
Free-Video
The Machine Learning Engineer

ML and MLOps with Databricks: LLMOps, MLFlow, Transformers, and Databricks

0 rewiews
Explore LLMOps, MLFlow, and Databricks for advanced machine learning operations. Master transformers and enhance your data science skills.
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1 Lesons
55 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps with Langchain, OpenAI, and Faiss on Databricks - Creating a Retrieval QA Tool

0 rewiews
Develop a Retrieval QA tool using Langchain, OpenAI, and Faiss. Learn to save components in Databricks' MLFLOW, work with Model Governance, and perform inference after chain retrieval.
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1 Lesons
41 minutes
On-Demand
Free-Video
The Machine Learning Engineer

ML and MLOps with Databricks: LLMOps, MLFlow, OpenAI, and Databricks

0 rewiews
Build a code reviewer using GPT-4, encapsulate it in MLflow, and deploy for inference in Databricks pipelines. Enhance your ML workflow with LLMOps techniques.
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1 Lesons
37 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Converting Fine-Tuned ViT Classifier to ONNX for CPU Inference

0 rewiews
Convert a fine-tuned ViT Transformer to ONNX format and perform CPU inference, enhancing model portability and efficiency for custom image classification tasks.
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1 Lesons
22 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Comparison of OpenVino, ONNX, TensorRT, and PyTorch Inference

0 rewiews
Explore model conversion to ONNX, OpenVino, and Tensor-RT formats for optimized CPU and GPU inference, comparing performance against native PyTorch.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOPs: Multimodal Prompting and Inference with Phi-3 Vision 128K Instruct on CPU - ONNX 4-Bit Quantization in C#

0 rewiews
Explore multimodal prompting and CPU inference using Phi 3 Vision 128K Instruct, quantized to 4 bits in ONNX format, with C# implementation for efficient machine learning operations.
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1 Lesons
23 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOPs - Inference in CPU with Phi3 4k Instruct ONNX 4-bit Model Using C#

0 rewiews
Explore CPU-based inference using 4-bit quantized Phi 3 4K Instruct in ONNX format with C#. Learn practical implementation for efficient machine learning deployment.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Converting Video Classifier (ViViT) to ONNX and Inference on CPU

0 rewiews
Convert a Video Vision Transformer to ONNX format and perform CPU inference, enhancing model portability and deployment flexibility for video classification tasks.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps.community

Making Sense of LLMOps - Impact, Risk, and Maturity Assessment

0 rewiews
Explore LLMOps essentials: impact assessment, risk management, and maturity evaluation. Gain insights on bridging gaps between data science, infrastructure, and IT teams for effective LLM deployment.
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8 Lesons
26 minutes
On-Demand
Free-Video
MLOps.community

Navigating the Emerging LLMOps Stack

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Explore the emerging LLMOps Stack, including tools and best practices for maximizing LLM potential in organizations. Gain insights from an experienced AI/ML engineering leader.
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1 Lesons
13 minutes
On-Demand
Free-Video
Anyscale

Bridging MLOps and LLMOps: Integrating Governed Generative AI into Enterprise Systems

0 rewiews
Explore MLOps and LLMOps integration for enterprise Generative AI, addressing risk and compliance. Learn to adapt existing frameworks and build efficient LLM-based applications.
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8 Lesons
14 minutes
On-Demand
Free-Video
SK AI SUMMIT 2024

SKT LLM Enterprise 서비스 - 기업용 맞춤형 LLM 최적화 솔루션

0 rewiews
Discover SKT의 맞춤형 LLM Enterprise 서비스 개발 과정과 기술적 접근 방식을 통해 기업 환경에 최적화된 AI 솔루션 구현 방법을 탐구하는 기술 세션
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1 Lesons
23 minutes
On-Demand
Free-Video
Snorkel AI

How to Improve LLM Factual Accuracy and Reliability

0 rewiews
Explore techniques for improving LLM factual accuracy, including DSP framework and MLflow LLMOps tools, to create reliable AI applications for production use.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps.community

LLMOps and GenAI at Enterprise Scale - Challenges and Opportunities

0 rewiews
Explore challenges and opportunities in deploying GenAI solutions at enterprise scale. Learn about LLMOps, model selection, emerging stacks, and best practices for robust implementation.
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15 Lesons
13 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Inference of Fine-Tuned ViT Classifier on CPU with C#

0 rewiews
Perform CPU inference on a fine-tuned Vision Transformer using C# and ONNX format for efficient image classification in machine learning projects.
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1 Lesons
21 minutes
On-Demand
Free-Video
Weights & Biases

LLMOps and FMOps for E-commerce - Booking.com Case Study

0 rewiews
Explore MLOps evolution in e-commerce, focusing on LLMs' impact, key investments, and real-world examples from Booking.com's AI implementation and scaling challenges.
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12 Lesons
21 minutes
On-Demand
Free-Video
The Machine Learning Engineer

vLLM Inference and LLM Server Engine for Machine Learning

0 rewiews
Discover how to leverage vLLM for efficient large language model inference and serving, including practical implementation techniques and deployment strategies.
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1 Lesons
46 minutes
On-Demand
Free-Video
Conf42

Operational Excellence for LLMs Using Amazon Bedrock - Conf42 LLMs 2024

0 rewiews
Explore operational excellence for LLMs using Amazon Bedrock. Learn design principles, LLMOps, model lifecycle, customization, and architectural patterns for effective implementation and evaluation.
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26 Lesons
33 minutes
On-Demand
Free-Video
Data Science Festival

MLOps and LLMOps: From Prompt to Observability - Lecture 1

0 rewiews
Explore MLOps, AI observability, and LLMOps integration. Gain insights on implementing AI stores for enhanced management and governance of traditional and generative AI solutions across organizations.
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1 Lesons
42 minutes
On-Demand
Free-Video
MLOps.community

The Emerging Toolkit for Reliable, High-quality LLM Applications

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Explore emerging techniques in LLMOps for building, tuning, and maintaining high-quality LLM applications. Learn about testing tools, programming frameworks, and methods to control LLM outputs for desired goals.
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1 Lesons
31 minutes
On-Demand
Free-Video
MLOps.community

Founding, Funding, and the Future of MLOps - MLOps Podcast Episode 200

0 rewiews
Explore MLOps, AI-driven creativity, and the future of technology with Storia AI co-founder Mihail Eric. Gain insights on LLMs, image generation, and AI's impact across industries.
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19 Lesons
58 minutes
On-Demand
Free-Video
MLOps.community

Charting LLMOps Odyssey - Navigating Large Language Model Operations

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Navigate the iterative development of LLM applications, addressing unique challenges in LLMOps design. Learn strategies for overcoming obstacles and adapting to the evolving landscape of large language model operations.
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1 Lesons
39 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Fine-Tuning ViT Classifier with Custom Data and Docker Inference - Part 4

0 rewiews
Fine-tune a ViT classifier with custom data and deploy using Docker and FastAPI for efficient image classification in production environments.
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1 Lesons
44 minutes
On-Demand
Free-Video
LLMOps Space

The Science of LLM Benchmarks: Methods, Metrics, and Meanings

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Explore LLM benchmarks, evaluation metrics, and critical assessment techniques to understand model strengths and limitations in this comprehensive talk on AI performance evaluation.
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1 Lesons
45 minutes
On-Demand
Free-Video
LLMOps Space

Building Multi-Modal Search and RAG with Vector Databases

0 rewiews
Explore open-source multimodal embeddings for cross-modal search and MM-RAG. Learn techniques for integrating diverse data types, enhancing decision-making with real-time processing and LLMs.
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1 Lesons
52 minutes
On-Demand
Free-Video
Anyscale

Enabling End-to-End LLMOps on Michelangelo with Ray

0 rewiews
Explore Uber's extension of Michelangelo for end-to-end LLMOps, leveraging Ray for scalable development with hundreds of A100 GPUs and integrating open-source techniques for efficient custom LLM creation.
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1 Lesons
30 minutes
On-Demand
Free-Video
Databricks

Building GenAI-Powered Solutions Using Mosaic ML, DBRX LLM and LLMOps

0 rewiews
Explore LLMs and Generative AI's potential to revolutionize industries. Learn about Databricks Mosaic ML Training Platform, DBRX models, and LLMOps for streamlined AI adoption and innovation in healthcare and insurance.
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1 Lesons
35 minutes
On-Demand
Free-Video
Databricks

Exploring MLOps and LLMOps - Architectures and Best Practices

0 rewiews
Dive into MLOps and LLMOps architectures, components, and best practices. Learn strategies for efficient implementation and improved model performance in this comprehensive technical session.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
MLOps.community

Extending AI: From Industry to Innovation

0 rewiews
Explore industry insights on MLOps and AI implementation, covering challenges in model management, revenue optimization, and governance. Learn about integrating vision models, predictive maintenance, and generative AI in various sectors.
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21 Lesons
1 hour 2 minutes
On-Demand
Free-Video
MLOps.community

Design and Development Principles for LLMOps - MLOps Podcast #254

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Explore design and development principles for LLMOps with Andy McMahon. Learn about software engineering practices, new techniques, and the transition from MLOps to LLMOps in this insightful discussion.
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24 Lesons
1 hour 10 minutes
On-Demand
Free-Video
The Machine Learning Engineer

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

0 rewiews
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.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
The Machine Learning Engineer

Converting Alibaba Cloud Qwen2-VL Model to OpenVino IR Format - Spanish Tutorial

0 rewiews
Aprende a convertir e implementar el modelo Qwen2-VL de Alibaba Cloud a formato OpenVino IR para optimizar inferencias en CPU, con ejemplos prácticos y código detallado.
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1 Lesons
38 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Converting Qwen2-VL 2B Model to OpenVino IR Format for CPU Inference

0 rewiews
Learn how to convert and optimize Qwen2-VL 2B model for CPU inference using OpenVino IR format, with practical implementation steps and performance insights.
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1 Lesons
34 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps MLflow - Document Classification with Fine-Tuning and Inference

0 rewiews
Domina el fine-tuning de modelos LLM usando MLflow, desde la creación de clasificadores de documentos hasta la implementación con Docker y Azure DevOps para inferencia eficiente.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Architecting the Future of AI: From Cloud-Native Orchestration to Advanced LLMOps

0 rewiews
Dive into cloud-native AI architecture, exploring Kubernetes orchestration, Ray distributed computing, and vLLM for efficient large language model deployment and management.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Evaluating LLM Responses with MLflow

0 rewiews
Master MLflow's evaluation features to assess and analyze Large Language Model responses, enhancing your ability to measure and improve AI model performance.
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1 Lesons
59 minutes
On-Demand
Free-Video