Applied AI

MLOps & LLMOps

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

890
lessons
Skills in this topic
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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
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Blackout in Deutschland - sind wir wirklich sicher?
MLOps & LLMOps
Blackout in Deutschland - sind wir wirklich sicher?
Phoenix Contact Advanced 1mo ago
LFM2.5-8B-A1B — Fastest Local AI Agent on a Laptop? (6 Tests)
MLOps & LLMOps
LFM2.5-8B-A1B — Fastest Local AI Agent on a Laptop? (6 Tests)
Prompt Engineer Advanced 1mo ago
Make LLMs Fly: Accelerating Bielik With NVIDIA Minitron and Data Curator
MLOps & LLMOps
Make LLMs Fly: Accelerating Bielik With NVIDIA Minitron and Data Curator
NVIDIA Developer Advanced 1mo ago
How to Engineer AI Inference Systems [Philip Kiely] - 766
MLOps & LLMOps
How to Engineer AI Inference Systems [Philip Kiely] - 766
The TWIML AI Podcast with Sam Charrington Advanced 2mo ago
Live Webinar: IIT Bombay’s Certificate in AI Engineering and MLOps
MLOps & LLMOps
Live Webinar: IIT Bombay’s Certificate in AI Engineering and MLOps
Great Learning Advanced 2mo ago
Brevitas Quantization Library - Pablo Monteagudo Lago, AMD
MLOps & LLMOps
Brevitas Quantization Library - Pablo Monteagudo Lago, AMD
PyTorch Advanced 2mo ago
Build, Optimize, Run: The Developer's Guide to Local Gen AI on NVIDIA RTX AI PCs
MLOps & LLMOps
Build, Optimize, Run: The Developer's Guide to Local Gen AI on NVIDIA RTX AI PCs
NVIDIA Developer Advanced 3mo ago
Cohere Transcribe AI Model That Runs on Your Laptop — No API, No GPU
MLOps & LLMOps
Cohere Transcribe AI Model That Runs on Your Laptop — No API, No GPU
AI Anytime Advanced 3mo ago
This AI Model Changes Everything (Yuan 3.0 Ultra). Scaling MoE Efficiency . 1 trillion parameters.
MLOps & LLMOps ⚡ AI Lesson
This AI Model Changes Everything (Yuan 3.0 Ultra). Scaling MoE Efficiency . 1 trillion parameters.
AI Podcast Series. Byte Goose AI. Advanced 3mo ago
What Is the Difference Between a Crypto Exploit and a Crypto Scam?
MLOps & LLMOps
What Is the Difference Between a Crypto Exploit and a Crypto Scam?
Henri Arslanian Advanced 3mo ago
AWS AI Practitioner Question 30
MLOps & LLMOps
AWS AI Practitioner Question 30
KodeKloud Advanced 3mo ago
“Cutting Through Mountains Modern Highway Engineering Marvel”#viralvideo #trending #foryou #shorts
MLOps & LLMOps
“Cutting Through Mountains Modern Highway Engineering Marvel”#viralvideo #trending #foryou #shorts
Nazma tech points Advanced 5mo ago
Getting started with MLOps on Amazon SageMaker AI | Amazon Web Services
MLOps & LLMOps
Getting started with MLOps on Amazon SageMaker AI | Amazon Web Services
Amazon Web Services Advanced 6mo ago
PyTorch APIs for High Performance MoE Training and Inference - D. Vega-Myhre; Ke Wen & N. Gimelshein
MLOps & LLMOps ⚡ AI Lesson
PyTorch APIs for High Performance MoE Training and Inference - D. Vega-Myhre; Ke Wen & N. Gimelshein
PyTorch Advanced 8mo ago
Fast, Trustworthy, Reliable Voice Agents: MLOps That Blend LLM Annotation with Human QA// Erik Goron
MLOps & LLMOps
Fast, Trustworthy, Reliable Voice Agents: MLOps That Blend LLM Annotation with Human QA// Erik Goron
MLOps.community Advanced 10mo ago
Multimodal AI Models on Apple Silicon with MLX [Prince Canuma] - 744
MLOps & LLMOps ⚡ AI Lesson
Multimodal AI Models on Apple Silicon with MLX [Prince Canuma] - 744
The TWIML AI Podcast with Sam Charrington Advanced 10mo ago
Label factory: LLMs for training small language classification models at scale
MLOps & LLMOps
Label factory: LLMs for training small language classification models at scale
Weights & Biases Advanced 1y ago
Optimizing inference for voice models in production - Philip Kiely, Baseten
MLOps & LLMOps
Optimizing inference for voice models in production - Philip Kiely, Baseten
AI Engineer Advanced 1y ago
The AI Infra Diaries
MLOps & LLMOps ⚡ AI Lesson
The AI Infra Diaries
Latent Space Advanced 1y ago
Mastering LLM Inference Optimization From Theory to Cost Effective Deployment: Mark Moyou
MLOps & LLMOps
Mastering LLM Inference Optimization From Theory to Cost Effective Deployment: Mark Moyou
AI Engineer Advanced 1y ago
The Coming Revolution of AI Agents
MLOps & LLMOps
The Coming Revolution of AI Agents
MLOps.community Advanced 1y ago
Automate & Innovate: Unlocking the Power of Model Management
MLOps & LLMOps
Automate & Innovate: Unlocking the Power of Model Management
Weights & Biases Advanced 2y ago
Using Feature Stores for Managing Feature Engineering in Python
MLOps & LLMOps ⚡ AI Lesson
Using Feature Stores for Managing Feature Engineering in Python
DataCamp Advanced 2y ago
The secret to Accelerate #ML and #GenerativeAI: ML Developer Tools from Weights & Biases.
MLOps & LLMOps
The secret to Accelerate #ML and #GenerativeAI: ML Developer Tools from Weights & Biases.
Google Cloud Advanced 2y ago
Inside TensorFlow: TF Model Optimization Toolkit (Quantization and Pruning)
MLOps & LLMOps ⚡ AI Lesson
Inside TensorFlow: TF Model Optimization Toolkit (Quantization and Pruning)
TensorFlow Advanced 6y ago
Inference in Deep Learning
MLOps & LLMOps
Inference in Deep Learning
Connor Shorten Advanced 6y ago
TensorFlow model optimization: Quantization and pruning (TF World '19)
MLOps & LLMOps ⚡ AI Lesson
TensorFlow model optimization: Quantization and pruning (TF World '19)
TensorFlow Advanced 6y ago
AI On-board of Satellites, Towards Autonomous Scientific Instruments - Vit Ruzicka, NASA
MLOps & LLMOps
AI On-board of Satellites, Towards Autonomous Scientific Instruments - Vit Ruzicka, NASA
PyTorch Advanced 8mo ago
Programming Model for Export - PyTorch Compiler Series Episode 1
MLOps & LLMOps ⚡ AI Lesson
Programming Model for Export - PyTorch Compiler Series Episode 1
PyTorch Advanced 1y ago
A Practical Guide to Efficient AI: Shelby Heinecke
MLOps & LLMOps ⚡ AI Lesson
A Practical Guide to Efficient AI: Shelby Heinecke
AI Engineer Advanced 1y ago
Lightning Talk: Sparsifying Vision Transformers with Minimal Accuracy Loss - Jesse Cai, Meta
MLOps & LLMOps
Lightning Talk: Sparsifying Vision Transformers with Minimal Accuracy Loss - Jesse Cai, Meta
PyTorch Advanced 1y ago
vLLM: Easy, Fast, and Cheap LLM Serving for Everyone - Woosuk Kwon & Xiaoxuan Liu, UC Berkeley
MLOps & LLMOps ⚡ AI Lesson
vLLM: Easy, Fast, and Cheap LLM Serving for Everyone - Woosuk Kwon & Xiaoxuan Liu, UC Berkeley
PyTorch Advanced 1y ago
Unifying Systems with Uber’s Michelangelo Platform // MLOps Podcast #239 clip
MLOps & LLMOps
Unifying Systems with Uber’s Michelangelo Platform // MLOps Podcast #239 clip
MLOps.community Advanced 2y ago
Uber's Michelangelo: Strategic AI Overhaul and Impact // MLOps podcast #239
MLOps & LLMOps
Uber's Michelangelo: Strategic AI Overhaul and Impact // MLOps podcast #239
MLOps.community Advanced 2y ago
Advances in AI Model Evaluation // Salman Avestimehr // MLOps podcast #230 clip 2
MLOps & LLMOps ⚡ AI Lesson
Advances in AI Model Evaluation // Salman Avestimehr // MLOps podcast #230 clip 2
MLOps.community Advanced 2y ago
Training & Finetuning LLMs: Quantization
MLOps & LLMOps
Training & Finetuning LLMs: Quantization
Weights & Biases Advanced 2y ago
Shreya Shankar: Continual training pipeline
MLOps & LLMOps ⚡ AI Lesson
Shreya Shankar: Continual training pipeline
Weights & Biases Advanced 2y ago
LLMs in Biomaterials Production // Pierre Salvy // MLOps Podcast #193
MLOps & LLMOps
LLMs in Biomaterials Production // Pierre Salvy // MLOps Podcast #193
MLOps.community Advanced 2y ago
LLMs vs LMs in Prod // Denys Linkov // LLMs in Production Conference Part 2
MLOps & LLMOps ⚡ AI Lesson
LLMs vs LMs in Prod // Denys Linkov // LLMs in Production Conference Part 2
MLOps.community Advanced 2y ago
The Challenges of Productionizing Machine Learning in the Era of Big Models
MLOps & LLMOps ⚡ AI Lesson
The Challenges of Productionizing Machine Learning in the Era of Big Models
MLOps.community Advanced 3y ago
The Importance of Domain Experts in Creating Stress Tests
MLOps & LLMOps
The Importance of Domain Experts in Creating Stress Tests
MLOps.community Advanced 3y ago
Understanding and Avoiding Data Leakage with Hamel Husain
MLOps & LLMOps ⚡ AI Lesson
Understanding and Avoiding Data Leakage with Hamel Husain
Weights & Biases Advanced 3y ago
FLOps with Scaleout's Open-core Platform // Marco Capuccini // MLOps Meetup #104
MLOps & LLMOps
FLOps with Scaleout's Open-core Platform // Marco Capuccini // MLOps Meetup #104
MLOps.community Advanced 4y ago
The Not So Talked About Reasons Model Monitoring Fails // Oren Razon // MLOps Meetup #88
MLOps & LLMOps
The Not So Talked About Reasons Model Monitoring Fails // Oren Razon // MLOps Meetup #88
MLOps.community Advanced 4y ago
Model serving platform // Kyle Gallatin // Coffee #43 short clip
MLOps & LLMOps
Model serving platform // Kyle Gallatin // Coffee #43 short clip
MLOps.community Advanced 4y ago
The Godfather Of MLOps // D. Sculley // MLOps Coffee Sessions #32
MLOps & LLMOps
The Godfather Of MLOps // D. Sculley // MLOps Coffee Sessions #32
MLOps.community Advanced 5y ago
Model monitoring with Fury Data Apps at Mercado Libre
MLOps & LLMOps ⚡ AI Lesson
Model monitoring with Fury Data Apps at Mercado Libre
MLOps.community Advanced 6y ago
MLOps community meetup #11 // Machine Learning at Scale in Mercado Libre with Carlos de la Torre
MLOps & LLMOps
MLOps community meetup #11 // Machine Learning at Scale in Mercado Libre with Carlos de la Torre
MLOps.community Advanced 6y ago
📚 Continue on Coursera External links · Free to audit
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Optimize AI Inference Speed & Accuracy
📚 External: Coursera ↗
Self-paced
Optimize AI Inference Speed & Accuracy
Opens on Coursera ↗
Automate, Evaluate and Deploy ML Models Confidently
📚 External: Coursera ↗
Self-paced
Automate, Evaluate and Deploy ML Models Confidently
Opens on Coursera ↗
Deploy ML Models to Production
📚 External: Coursera ↗
Self-paced
Deploy ML Models to Production
Opens on Coursera ↗
Learn MLOps for Machine Learning
📚 External: Coursera ↗
Self-paced
Learn MLOps for Machine Learning
Opens on Coursera ↗
Partition & Monitor AI Models Effectively
📚 External: Coursera ↗
Self-paced
Partition & Monitor AI Models Effectively
Opens on Coursera ↗
Testing and Refining LLM Applications
📚 External: Coursera ↗
Self-paced
Testing and Refining LLM Applications
Opens on Coursera ↗