ONNX Courses and Certifications

Rust for Large Language Model Operations (LLMOps)

Develop Rust skills for LLMOps, integrating with HuggingFace Transformers and deploying on cloud infrastructures. Learn to implement NLP models, convert BERT to ONNX, and utilize GenAI systems for production software.

• Coursera
• 16 hours 47 minutes
• On-Demand
• Free Online Course (Audit)

Pragmatic AI Labs

Rust for Large Language Model Operations (LLMOps)

Develop efficient Large Language Model solutions using Rust.

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

Advanced Machine Learning .NET Applications

45 ratings at LinkedIn Learning

Learn advanced features of .NET to take your machine learning applications to the next level.

• LinkedIn Learning
• 41 minutes
• On-Demand
• Free Trial Available

Caffe2: Getting Started

Caffe2 is a deep learning framework that was open-sourced by Facebook in April 2017. Caffe2 has been explicitly built for large-scale production deployment and for use in a constrained resource environment such as mobile devices.

• Pluralsight
• 2 hours 2 minutes
• On-Demand
• Free Trial Available

The Julia Programming Language

Flux - The Elegant Machine Learning Library for Julia

Explore Flux, an intuitive machine learning library for Julia, featuring state-of-the-art performance, automatic differentiation, and innovative compiler technology for efficient and flexible ML development.

• YouTube
• 30 minutes
• On-Demand
• Free Online Course

Abhishek Thakur

How to Convert Almost Any PyTorch Model to ONNX and Serve It Using Flask

Learn to convert PyTorch models to ONNX format and deploy them using Flask, focusing on a BERT sentiment model. Gain practical skills in model conversion and API development.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Databricks

Improving the Life of Data Scientists - Automating ML Lifecycle through MLflow

Explore Flock, an end-to-end platform leveraging MLflow to automate and simplify enterprise-grade machine learning, enhancing data scientist productivity and addressing regulatory challenges in ML adoption.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

Prodramp

A Deep Dive into Machine Learning and MLOps Pipeline with Model Registry and Feature Store

Explore key components of modern ML pipelines: AutoML, observability, model registry, transformation, and feature store. Learn to build scalable, reliable MLOps systems for enterprise-level machine learning.

• YouTube
• 58 minutes
• On-Demand
• Free Online Course

Databricks

Productionizing Machine Learning with Apache Spark, MLflow and ONNX - Cloud Deployment Using SQL Server

Explore productionizing machine learning using Apache Spark, MLflow, and ONNX with SQL Server. Learn model management, lifecycle orchestration, and leveraging SQL Server for ML model storage and deployment.

• YouTube
• 26 minutes
• On-Demand
• Free Online Course

NDC Conferences

Making Neural Networks Run in Browser With ONNX

Explore ONNX format for deploying machine learning models to edge devices, including training, conversion, and deployment using high-performance JavaScript runtime.

• YouTube
• 51 minutes
• On-Demand
• Conference Talk

Machine Learning in Fastly's Compute@Edge

Explore WebAssembly modules for efficient ML model execution in Fastly's Compute@Edge, covering wasi-nn extensions, host API revisions, and KServe protocol integration for enhanced performance.

• YouTube
• 26 minutes
• On-Demand
• Free Online Course

Bringing AI to the Heterogeneous Edge with WebAssembly and ONNX

Explore deploying AI workloads to edge devices using WebAssembly and ONNX, addressing challenges of heterogeneous environments, security, and resource constraints in a multiplatform development approach.

• YouTube
• 33 minutes
• On-Demand
• Free Online Course

Searching for the Right Words - Bringing NLP to Apache Solr Through ONNX and OpenNLP

Explore NLP integration in Apache Solr using ONNX and OpenNLP, enhancing search capabilities and text analysis for improved information retrieval and processing.

• YouTube
• 41 minutes
• On-Demand
• Free Online Course

Bringing the Power of ONNX to Apache Spark - Integrating Deep Learning Inference

Explore integrating ONNX with Spark for efficient deep learning inference pipelines. Learn about Ascend Hardware Platform's ONNX contributions and Spark community's simplified API for DL inferencing.

• YouTube
• 28 minutes
• On-Demand
• Free Online Course

Open Source Powered Real-Time Fraud Analysis in a Hybrid Cloud Environment

Explore real-time fraud analysis using open-source and closed-source solutions in a hybrid cloud environment, focusing on credit card fraud detection, AI model training, and deployment strategies.

• YouTube
• 35 minutes
• On-Demand
• Free Online Course