Applied AI

MLOps & LLMOps

Model deployment, experiment tracking, monitoring, inference optimisation and AI pipelines

1,468
lessons
Skills in this topic
View full skill map โ†’
Experiment Tracking
beginner
Log experiments with MLflow or Weights & Biases
Model Deployment
intermediate
Wrap a model in a FastAPI endpoint
Model Monitoring
intermediate
Set up drift detection with Evidently AI
Feature Stores
advanced
Define feature views in Feast
LLMOps
advanced
Set up LangSmith or Langfuse for LLM tracing
MLOps End-to-End Pipeline Explained in 2 Minutes ๐Ÿš€ | Complete ML Lifecycle | BazAI
AI News & Updates โšก AI Lesson
MLOps End-to-End Pipeline Explained in 2 Minutes ๐Ÿš€ | Complete ML Lifecycle | BazAI
BazAI Beginner 2mo ago
I Ran a 3B Unlimited OCR Model FULLY LOCAL (Ollama Couldn't) โ€” DeepSeek-OCR on Windows
MLOps & LLMOps โšก AI Lesson
I Ran a 3B Unlimited OCR Model FULLY LOCAL (Ollama Couldn't) โ€” DeepSeek-OCR on Windows
Prompt Engineer Intermediate 2mo ago
Designing Machine Learning Systems | Chapter 7: Model Deployment & Prediction Service
MLOps & LLMOps โšก AI Lesson
Designing Machine Learning Systems | Chapter 7: Model Deployment & Prediction Service
onepagecode Beginner 2mo ago
Introducing Lakehouse//RT and Reyden โ€” Reynold Xin, Coโ€“founder and Chief Architect
Data Engineering โšก AI Lesson
Introducing Lakehouse//RT and Reyden โ€” Reynold Xin, Coโ€“founder and Chief Architect
Databricks Beginner 2mo ago
Agentic AI Projects 2026: Build AI Agents with Guardrails, Governance & Evals
AI Agents & Automation โšก AI Lesson
Agentic AI Projects 2026: Build AI Agents with Guardrails, Governance & Evals
Rajeev Kanth | BEPEC Intermediate 2mo ago
Model Size and Hyperparameters Explained
ML Fundamentals โšก AI Lesson
Model Size and Hyperparameters Explained
KodeKloud Beginner 1mo ago
Test LLM Eval Wins in Python: Bootstrap Confidence Intervals
Large Language Models โšก AI Lesson
Test LLM Eval Wins in Python: Bootstrap Confidence Intervals
Professor Py: AI Engineering Beginner 2mo ago
๐Ÿ’ก 6 Agentic AI Projects ideas to Work as AI Engineer. #agenticai
AI Agents & Automation โšก AI Lesson
๐Ÿ’ก 6 Agentic AI Projects ideas to Work as AI Engineer. #agenticai
Rajeev Kanth | BEPEC Beginner 1mo ago
AI Factory: How Enterprises Deploy AI at Scale Without Starting From Scratch
AI Tools & Apps โšก AI Lesson
AI Factory: How Enterprises Deploy AI at Scale Without Starting From Scratch
Equinix Beginner 2mo ago
Autonomous AI Is Here, But Are Enterprises Ready?
AI Agents & Automation โšก AI Lesson
Autonomous AI Is Here, But Are Enterprises Ready?
Bernard Marr Intermediate 2mo ago
5 AI Tools Every Data Scientist Must Know in 2026 ๐Ÿš€
AI Tools & Apps โšก AI Lesson
5 AI Tools Every Data Scientist Must Know in 2026 ๐Ÿš€
Analytics Vidhya Advanced 5mo ago
6.  Hosted LLM APIs vs. Self-Hosting: The Ultimate LLM Ops Decision Guide
Large Language Models โšก AI Lesson
6. Hosted LLM APIs vs. Self-Hosting: The Ultimate LLM Ops Decision Guide
Analytics Vidhya Beginner 5mo ago
Underwriting Assist - A Multi Agent System // Somya Rai | Maria Zhang // Agents in Production 2025
Large Language Models โšก AI Lesson
Underwriting Assist - A Multi Agent System // Somya Rai | Maria Zhang // Agents in Production 2025
MLOps.community Advanced 11mo ago
Is there still a role for a feature store
MLOps & LLMOps โšก AI Lesson
Is there still a role for a feature store
MLOps.community Intermediate 8mo ago
Brevitas Quantization Library - Pablo Monteagudo Lago, AMD
MLOps & LLMOps โšก AI Lesson
Brevitas Quantization Library - Pablo Monteagudo Lago, AMD
PyTorch Advanced 4mo ago
Skills in LangSmith Fleet
MLOps & LLMOps โšก AI Lesson
Skills in LangSmith Fleet
LangChain Beginner 5mo ago
Trace OpenRouter Calls to LangSmith โ€” No Code Changes Needed
MLOps & LLMOps โšก AI Lesson
Trace OpenRouter Calls to LangSmith โ€” No Code Changes Needed
LangChain Beginner 9mo ago
Local AI just leveled up... Llama.cpp vs Ollama
14:41
MLOps & LLMOps โšก AI Lesson
Local AI just leveled up... Llama.cpp vs Ollama
Alex Ziskind Intermediate 10mo ago
A Practical Look at On-Device AI Acceleration for Everyday Apps
MLOps & LLMOps โšก AI Lesson
A Practical Look at On-Device AI Acceleration for Everyday Apps
AiInSixtySec Intermediate 6mo ago
Don't Waste 2026 Competing Against PhDs (MLOps vs ML Engineer)
MLOps & LLMOps โšก AI Lesson
Don't Waste 2026 Competing Against PhDs (MLOps vs ML Engineer)
Zen van Riel Beginner 7mo ago
Getting started with Weights & Biases for robotics
MLOps & LLMOps โšก AI Lesson
Getting started with Weights & Biases for robotics
Weights and Biases W&B Beginner 6mo ago
ML Data Engineer Salary 2026 | How Much You Can Earn in 2026 #simplilearn #shorts
DevOps & Cloud โšก AI Lesson
ML Data Engineer Salary 2026 | How Much You Can Earn in 2026 #simplilearn #shorts
Simplilearn Beginner 6mo ago
Run AI Models Inference on Amazon SageMaker HyperPod EKS | Amazon Web Services
DevOps & Cloud โšก AI Lesson
Run AI Models Inference on Amazon SageMaker HyperPod EKS | Amazon Web Services
Amazon Web Services Advanced 6mo ago
LLMOPS 06: CI/CD Deployment with AWS ECS & Fargate | End-to-End GenAI Project Deployment
DevOps & Cloud โšก AI Lesson
LLMOPS 06: CI/CD Deployment with AWS ECS & Fargate | End-to-End GenAI Project Deployment
Sunny Savita Intermediate 11mo ago
Trustworthy MLOps & LLMOps - Part2 | Introduction
MLOps & LLMOps โšก AI Lesson
Trustworthy MLOps & LLMOps - Part2 | Introduction
BrainOmega Beginner 6mo ago
What Is MLOps? From Model to Production
DevOps & Cloud โšก AI Lesson
What Is MLOps? From Model to Production
Coursera Intermediate 6mo ago
Make LLMs Fly: Accelerating Bielik With NVIDIA Minitron and Data Curator
MLOps & LLMOps โšก AI Lesson
Make LLMs Fly: Accelerating Bielik With NVIDIA Minitron and Data Curator
NVIDIA Developer Advanced 3mo ago
Scale AI with Google's TPU software stack
Deep Learning โšก AI Lesson
Scale AI with Google's TPU software stack
Google for Developers Intermediate 4mo ago
Cohere Transcribe AI Model That Runs on Your Laptop โ€” No API, No GPU
MLOps & LLMOps โšก AI Lesson
Cohere Transcribe AI Model That Runs on Your Laptop โ€” No API, No GPU
AI Anytime Advanced 5mo ago
Tour De Force: LLM Inference Optimization From Simple To Sophisticated - Christin Pohl, Microsoft
MLOps & LLMOps โšก AI Lesson
Tour De Force: LLM Inference Optimization From Simple To Sophisticated - Christin Pohl, Microsoft
PyTorch Beginner 4mo ago
Model Versioning in Machine Learning Explained in 60 Seconds | What is Model Versioning?
MLOps & LLMOps โšก AI Lesson
Model Versioning in Machine Learning Explained in 60 Seconds | What is Model Versioning?
1 Minute Glossary - AI ML Beginner 7mo ago
5. Roles in LLM Ops: Engineering, Data, Governance, and Product
Large Language Models โšก AI Lesson
5. Roles in LLM Ops: Engineering, Data, Governance, and Product
Analytics Vidhya Advanced 5mo ago
Building an Orchestration Layer for Agentic Commerce at Loblaws
AI Agents & Automation โšก AI Lesson
Building an Orchestration Layer for Agentic Commerce at Loblaws
MLOps.community Intermediate 6mo ago
23. LLM Ops: Building a Quality Gate for Retrieval & Generation (Regression Detection)
Large Language Models โšก AI Lesson
23. LLM Ops: Building a Quality Gate for Retrieval & Generation (Regression Detection)
Analytics Vidhya Intermediate 5mo ago
Context Engineering pitfalls for our e-commerce agent
AI Agents & Automation โšก AI Lesson
Context Engineering pitfalls for our e-commerce agent
MLOps.community Intermediate 8mo ago
AI REWIND 2025 - MLOps Reading Group Year-end Special
MLOps & LLMOps โšก AI Lesson
AI REWIND 2025 - MLOps Reading Group Year-end Special
MLOps.community Beginner 8mo ago
How Sierra AI Does Context Engineering
MLOps & LLMOps โšก AI Lesson
How Sierra AI Does Context Engineering
MLOps.community Beginner 9mo ago
Fixing GPU Starvation in Large-Scale Distributed Training
Systems Design & Architecture โšก AI Lesson
Fixing GPU Starvation in Large-Scale Distributed Training
MLOps.community Advanced 5mo ago
Troubleshooting & Updating AWS Lambda Containers: Fixing ML Model Deployment
DevOps & Cloud โšก AI Lesson
Troubleshooting & Updating AWS Lambda Containers: Fixing ML Model Deployment
Analytics Vidhya Beginner 6mo ago
The GPU Uptime Battle
MLOps & LLMOps โšก AI Lesson
The GPU Uptime Battle
MLOps.community Intermediate 10mo ago
Data Teams Donโ€™t Need Sides, They Need Support
ML Fundamentals โšก AI Lesson
Data Teams Donโ€™t Need Sides, They Need Support
MLOps.community Intermediate 10mo ago
Meta Engineer on Industrial Computer Vision systems
Computer Vision โšก AI Lesson
Meta Engineer on Industrial Computer Vision systems
MLOps.community Intermediate 10mo ago
8. How Production AI Works: A Step-by-Step Architectural Guide
Large Language Models โšก AI Lesson
8. How Production AI Works: A Step-by-Step Architectural Guide
Analytics Vidhya Intermediate 5mo ago
Updating ML Deployments: Human-Readable Predictions on AWS Lambda & ECR
DevOps & Cloud โšก AI Lesson
Updating ML Deployments: Human-Readable Predictions on AWS Lambda & ECR
Analytics Vidhya Intermediate 6mo ago
LangSmith vs Langfuse: Build vs Monitor LLM Apps Explained
MLOps & LLMOps โšก AI Lesson
LangSmith vs Langfuse: Build vs Monitor LLM Apps Explained
Analytics Vidhya Beginner 7mo ago
Context Engineering 2.0
Backend Engineering โšก AI Lesson
Context Engineering 2.0
MLOps.community Beginner 9mo ago
Why Your Ops Manuals Are Useless
AI Agents & Automation โšก AI Lesson
Why Your Ops Manuals Are Useless
MLOps.community Intermediate 9mo ago
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
DevOps & Cloud โšก AI Lesson
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
MLOps.community Intermediate 6mo ago
๐Ÿ“š Continue on Coursera External links ยท Free to audit
1 / 3 View all โ†’
MLOps and LLMOps: Deploying and Scaling AI in Production
๐Ÿ“š External: Coursera โ†—
Self-paced
MLOps and LLMOps: Deploying and Scaling AI in Production
Opens on Coursera โ†—
Optimize AI Inference Speed & Accuracy
๐Ÿ“š External: Coursera โ†—
Self-paced
Optimize AI Inference Speed & Accuracy
Opens on Coursera โ†—
Learn MLOps for Machine Learning
๐Ÿ“š External: Coursera โ†—
Self-paced
Learn MLOps for Machine Learning
Opens on Coursera โ†—
Detect AI Anomalies: Real-Time Outliers
๐Ÿ“š External: Coursera โ†—
Self-paced
Detect AI Anomalies: Real-Time Outliers
Opens on Coursera โ†—
Deconstruct AI: Complex ML Problems
๐Ÿ“š External: Coursera โ†—
Self-paced
Deconstruct AI: Complex ML Problems
Opens on Coursera โ†—
Azure ML: Deploying, Managing, and Experimenting with Models
๐Ÿ“š External: Coursera โ†—
Self-paced
Azure ML: Deploying, Managing, and Experimenting with Models
Opens on Coursera โ†—