Model Deployment Courses and Certifications

Pragmatic AI Labs

Open Source LLMOps

Unlock Open Source AI: Dive into LLM Architectures, Fine-Tuning, and Cutting-Edge Deployments.

• edX
• 4 weeks, 3-6 hours a week
• On-Demand
• Free Online Course (Audit)

Build Solutions with Pre-trained LLMs

12 ratings at Pluralsight

This course teaches you how to build impactful, real-world solutions with large language models (LLM) that transform the way we interact with data, with hands-on guidance and key considerations on using these tools effectively and responsibly.

• Pluralsight
• 39 minutes
• On-Demand
• Free Trial Available

tinyML

TinyML Talks - Speech-to-Intent Model Deployment to Low-Power Low-Footprint Devices

Explore techniques for training and deploying speech-to-intent models on low-power microcontrollers, enabling efficient voice control in resource-constrained devices.

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

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

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

Prodramp

One-Shot Face Stylization with JoJoGAN - Model Save, Export and Deployment

Learn to save, export, and deploy JoJoGAN face stylization models. Covers checkpoint saving, model exporting, inference setup, and style application in Colab environment.

• YouTube
• 18 minutes
• 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

Launchpad

RouteLLM - Learning to Route Large Language Models with Preference Data

Optimize LLM deployment with dynamic routing, balancing cost and performance. Learn to train routers using preference data, achieving significant cost reduction while maintaining quality responses.

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

Model Deployment and Maintenance for Data Scientists

The machine learning pipeline doesn’t end at just building the model. This course will teach you how to deploy your machine learning models as application programming interface (API) endpoints, and the maintenance required to support the model.

• Pluralsight
• 37 minutes
• On-Demand
• Free Trial Available

MLOps.community

Efficiently Scaling and Deploying Large Language Models

Explora la evolución, escalado y despliegue eficiente de Modelos de Lenguaje Grandes, enfatizando enfoques descentralizados y modelos personalizados para empresas, con consejos sobre cuándo y cómo construirlos.

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

MLOps.community

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

Explore efficient LLM deployment with Fireworks.ai GenAI Platform, from experimentation to production. Learn cost-effective strategies for scaling usage while maintaining low latency and optimizing performance.

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

MLOps.community

Streamlining Model Deployment - AI in Production

Explora cómo optimizar el despliegue de modelos de IA mediante gobernanza abierta, benchmarks de código abierto y enrutamiento dinámico para lograr implementaciones más rápidas, económicas y precisas.

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

Kaggle;  Amazon;  Amazon Web Services Microcredential

AWS Machine Learning Engineer Nanodegree

11 reviews

Master foundational ML skills, from supervised learning to deep learning. Deploy models to production environments and complete a capstone project in your chosen domain.

• Udacity
• 4 months 2 weeks 5 days 11 hours 36 minutes
• On-Demand
• Paid Course

Microcredential

Tiny Machine Learning (TinyML)

Explore TinyML: machine learning for tiny devices. Learn fundamentals, applications, and deployment using TensorFlow. Hands-on projects with Arduino board for real-world implementations in image, audio, and gesture recognition.

• edX
• 16 weeks, 2-4 hours a week
• On-Demand
• $897.00
• 3 courses