Model Deployment Courses and Certifications

Introducing MLOps: From Model Development to Deployment (AI)

442 ratings at Udemy

A Practical Guide to Building, Automating, and Scaling Machine Learning Pipelines with Modern Tools and Best Practices

• Udemy
• 1 hour 49 minutes
• On-Demand
• Paid Course

Machine Learning Model Deployment with Flask, React & NodeJS

176 ratings at Udemy

Use web development tools Node.JS, React and Flask to deploy your Data Science models to web apps!

• Udemy
• 3 hours 57 minutes
• On-Demand
• Paid Course

Whizlabs

AWS: Model Training , Optimization & Deployment

Master AWS machine learning workflows through SageMaker algorithms, hyperparameter tuning, and scalable deployment strategies for the MLA-C01 certification exam.

• Coursera
• 8 hours 52 minutes
• On-Demand
• Paid Course

MLOps.community

Efficiently Scaling and Deploying Large Language Models

Explore efficient scaling and deployment of LLMs, focusing on decentralized approaches, custom model training, and practical insights for building and implementing AI solutions.

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

MLOps Essentials: Model Deployment and Monitoring

165 ratings at LinkedIn Learning

Learn how to deploy and monitor machine learning models to deliver scalable, reliable ML products and services.

• LinkedIn Learning
• 1 hour 24 minutes
• On-Demand
• Free Trial Available

Prodramp

Advance Deep Learning Workshop for Satellite Imagery - Model Export & Production

Hands-on workshop on advanced deep learning techniques for satellite imagery, covering remote debugging, model deployment, activation heatmaps, and custom predictions using TensorFlow and Keras.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

James Briggs

Deploying Mixtral 8X7B - An Open AI Agent for Advanced NLP Tasks

Explore deploying Mixtral 8X7B, an impressive open-source LLM outperforming GPT-3.5. Learn setup, prompt formatting, agent capabilities, and integration with RAG for enhanced AI applications.

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

AI Engineer

The Rise of Open Models in the Enterprise

Explore how open source AI models are transforming enterprise strategy, offering greater control, compliance, and flexibility based on real implementation experiences.

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

Python for Machine Learning & Data Science Masterclass

18499 ratings at Udemy

Learn about Data Science and Machine Learning with Python! Including Numpy, Pandas, Matplotlib, Scikit-Learn and more!

• Udemy
• 1 day 20 hours 4 minutes
• On-Demand
• Paid Course

Prodramp

An AI Engineer Guide to Comet Model Registry Platform

Learn to use Comet's Model Registry for logging, versioning, and deploying machine learning models. Explore key features like model export, registration, and monitoring in this hands-on tutorial using Keras and TensorFlow.

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

Prodramp

An Improved and Functional Design of End-to-End Machine Learning Life Cycle

Comprehensive overview of the machine learning lifecycle, covering data preparation, model training, deployment, and inference, with practical insights for effective implementation and monitoring.

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

Toronto Machine Learning Series (TMLS)

Productionizing Deep Learning Models at Scale

Explore emerging patterns and best practices for deploying machine learning and deep learning models in production environments at scale.

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

Toronto Machine Learning Series (TMLS)

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
• 1 hour 1 minute
• On-Demand
• Free Video

MLOps.community

Efficient Serving of LLMs for Experimentation and Production with Fireworks.ai

Explore efficient LLM deployment strategies for experimentation and production using Fireworks.ai GenAI Platform. Learn to optimize cost, latency, and scalability for various model variants.

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

Unify

Unify and Baseten - Boosting LLM Deployment

Supercharge LLM deployment by integrating Baseten model endpoints into Unify Platform. Learn dynamic routing, open-source model usage, and practical demonstrations for optimized AI workflows.

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