Model Deployment Courses and Certifications

MLOps World: Machine Learning in Production

Deploying Generative AI Models - Best Practices and Interactive Example

Explore best practices for deploying generative AI models at scale, with an interactive example using UbiOps for serverless and cloud-agnostic implementation.

• YouTube
• 58 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

ModelOps: Designing and Building a Model Life Cycle for AI Operationalization

Learn to design and build a model life cycle for operationalizing AI models, incorporating industry best practices and addressing key considerations for successful implementation.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

A Zero Downtime Setup for Models: How and Why

Discover techniques for achieving zero-downtime model updates and handling failures in production environments. Learn a robust setup to ensure continuous availability and reliability of deployed models.

• YouTube
• 40 minutes
• On-Demand
• Free Video

MIT HAN Lab

LLM Deployment Techniques - Lecture 13

Dive into advanced LLM deployment strategies, covering optimization techniques, infrastructure scaling, and practical implementation methods for efficient large language model deployment in production environments.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

MIT HAN Lab

LLM Deployment Techniques - Lecture 13

Dive into advanced LLM deployment strategies, covering optimization techniques, infrastructure scaling, and practical implementation methods for efficient large language model deployment.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

AWS Events

Scaling Open Source AI Models in Production with TensorRT-LLM

Discover how to deploy and scale open-source AI models efficiently using Baseten's platform with NVIDIA TensorRT-LLM on AWS infrastructure for optimal performance and cost-effectiveness.

• YouTube
• 17 minutes
• On-Demand
• Free Video

InfoQ

LLM Serving - The 4 Hard Truths No One Tells You

Uncover the critical engineering challenges of scaling LLMs to production with Meta's AI expert, focusing on speed, reliability, and cost optimization at scale.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Centre for Networked Intelligence, IISc

Scaling AI Model Serving - QoS, Multimodality, and Beyond

Explore advanced techniques for scaling AI model serving with focus on Quality of Service optimization, multimodal integration, and cutting-edge deployment strategies.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

LeadDev

Navigating LLM Deployment - Tips, Tricks, and Techniques

Master self-hosted LLM deployment with practical optimization, serving, and monitoring techniques for critical industries like finance, healthcare, and defense.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Data Science Conference

Deploying Computer Vision Models at Scale DevOps-Free - Reducing Deployment Time and Costs

Discover how to efficiently deploy computer vision models at scale using AWS tooling and software engineering techniques to reduce deployment time and cut inference costs significantly.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Data Science Conference

Engineers Guide for Shepherding Models into Production

Discover essential engineering practices for deploying machine learning models into production systems, from input/output definition to optimization and integration within larger infrastructures.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Navigating LLM Deployment - Tips, Tricks and Techniques

Master essential strategies for optimizing and deploying self-hosted language models, covering best practices for monitoring, implementation, and maximizing value across industries like finance and healthcare.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Deploy Local AI Models in Enterprise with Windows ML

Master Windows ML for secure, on-device AI deployment across CPU, GPU, and NPU without cloud infrastructure, featuring live demos and enterprise implementation strategies.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Complete Generative AI Course With Langchain and Huggingface

16929 ratings at Udemy

Complete Guide to Building, Deploying, and Optimizing Generative AI with Langchain and Huggingface

• Udemy
• 2 days 9 hours 38 minutes
• On-Demand
• Paid Course

MLOps

Discover essential MLOps practices for managing, deploying, and monitoring machine learning in production through hands-on experience and practical applications.

• Pragmatic Institute
• 4 hours
• On-Demand
• Paid Course