AI & Machine Learning

Wissensdatenbanken

General Information

Comparative tables - AI Notebooks, AI Training, AI Deploy
Users - Manage AI users and roles
Data - Concept and best practices
AI Tools - Remote SSH Connection
AI Tools - Monitor your cloud resources
Data - Compliance between AI Tools and S3 compatible Object Storage
FAQ - AI Tools
ovhai CLI - Cheat Sheet
AI Dashboard - Getting started
Registries - Use & manage your registries
AI Tools - Lifecycle policy
AI Tools - ovhai SDK
Reversibility Policy for the Notebook Interface product
Reversibility Policy for the AI Managed Container product

Command Line Interface

CLI - Installation
CLI - Launch an AI notebook
CLI - Launch an AI Training job
CLI - Manage access tokens
CLI - Launch and share an AI Notebook with tokens
CLI - Commands reference
CLI - Commands reference for data
CLI - Use your data in a notebook
CLI - Launch an AI Deploy app

AI Notebooks

AI Notebooks - Getting started
AI Notebooks - Manage and use data in a notebook via UI
AI Notebooks - Features, Capabilities and Limitations
AI Notebooks - Troubleshooting
AI Notebooks - Billing and lifecycle
AI Notebooks - Workspace
AI Notebooks - Notebook concept
AI Notebooks - Using a code assistant (EN)
AI Notebooks - Tutorial - Use tensorboard inside notebooks
AI Notebooks - Tutorial - Weights & Biases integration
AI Notebooks - Tutorial - Train YOLOv5 on a custom dataset
AI Notebooks - Tutorial - Sentiment analysis on Tweets using Hugging Face
AI Notebooks - Tutorial - Audio analysis and classification with AI
AI Notebooks - Tutorial - Use ResNet for image classification
AI Notebooks - Tutorial - Use Speech-to-Text powers on audio and video
AI Notebooks - Tutorial - Build your spam classifier
AI Notebooks - Tutorial - Create and train a Rasa chatbot
AI Notebooks - Tutorial - Train YOLOv7 for sign language recognition
AI Notebooks - Tutorial - Brain tumor segmentation using U-Net
AI Notebooks - Tutorial - Fine-tuning LLaMA 2
AI Notebooks - Tutorial - Create and train an image generation model
AI Notebooks - Tutorial - Fine-Tune and export an AI model to ONNX
AI Notebooks - Tutorial - Track your ML models with MLflow inside notebooks
AI Notebooks - Tutorial - Train YOLOv8 to play rock paper scissors (EN)

AI Training

AI Training - Features, Capabilities and Limitations
AI Training - Getting started
AI Training - Job concept
AI Training - Start a job with a notebook Docker image
AI Training - Troubleshooting
AI Training - Billing and lifecycle
AI Training - Tutorial - Train your first ML model
AI Training - Tutorial - Build & use custom Docker image
AI Training - Tutorial - Use tensorboard inside a job
AI Training - Tutorial - Compare models with W&B for audio classification task
AI Training - Tutorial - Train a Rasa chatbot inside a Docker container
AI Training - Tutorial - Train a model to recognize marine mammal sounds
AI Training - Tutorial - Train a PyTorch model and export it to ONNX
AI Training - Tutorial - Train YOLOv8 to play rock paper scissors (EN)
AI Training - Tutorial - Get started with NVIDIA Triton Inference Server and AI Training
AI Training - Tutorial - Turn a video into a 3D model using NVIDIA Neuralangelo

AI Deploy

AI Deploy - Features, Capabilities and Limitations
AI Deploy - Getting started
AI Deploy - Accessing your app with tokens (EN)
AI Deploy - Scaling strategies
AI Deploy - Apps portfolio
AI Deploy - Troubleshooting
AI Deploy - Billing and lifecycle
AI Deploy - Update custom Docker images
AI Deploy - App concept
AI Deploy - Tutorial - Build & use a custom Docker image
AI Deploy - Tutorial - Build & use a Streamlit image
AI Deploy - Tutorial - Deploy a simple app with Flask
AI Deploy - Tutorial - Deploy an app for audio classification task using Streamlit
AI Deploy - Tutorial - Deploy a web service for YOLOv5 using Flask
AI Deploy - Tutorial - Deploy a Gradio app for sketch recognition
AI Deploy - Tutorial - Deploy an app for sentiment analysis with Hugging Face and Flask
AI Deploy - Tutorial - Deploy an interactive app for EDA and prediction using Streamlit
AI Deploy - Tutorial - Deploy and call a spam classifier with FastAPI
AI Deploy - Tutorial - Create and deploy a Speech to Text application using Streamlit
AI Deploy - Tutorial - How to load test your application with Locust
AI Deploy - Tutorial - Deploy a Rasa chatbot with a simple Flask app
AI Deploy - Tutorial - Create a web service to recognize sign language with YOLOv7
AI Deploy - Tutorial - Deploy a brain tumor segmentation app using Streamlit
AI Deploy - Tutorial - Deploy LLaMA 2 in a Streamlit application
AI Deploy - Tutorial - Deploy an ONNX model using FastAPI
AI Deploy - Tutorial - Create an application to play rock paper scissors with YoloV8 (EN)
AI Deploy - Tutorial - Deploy Whisper Speech Recognition Model
AI Deploy - Tutorial - Deploy Stable Diffusion WebUI
AI Deploy - Tutorial - Deploy FLUX Text-to-Image Models

AI Endpoints

AI Endpoints - Getting started
AI Endpoints - Features, Capabilities and Limitations
AI Endpoints - Troubleshooting
AI Endpoints - Billing and lifecycle
AI Endpoints - Structured Output
AI Endpoints - Function Calling
AI Endpoints - Using Virtual Models
AI Endpoints - Speech to Text
AI Endpoints - Responses API
AI Endpoints - Create your own audio summarizer
AI Endpoints - Create your own voice assistant
AI Endpoints - Create a code assistant with Continue
AI Endpoints - Build a Python Chatbot with LangChain
AI Endpoints - Build a JavaScript Chatbot with LangChain
AI Endpoints - Create your own AI chatbot using LangChain4j and Quarkus
AI Endpoints - Create a Streaming Chatbot with LangChain4j and Quarkus
AI Endpoints - Enable conversational memory in your chatbot using LangChain
AI Endpoints - Create a Memory Chatbot with LangChain4j
AI Endpoints - Build a RAG Chatbot with LangChain
AI Endpoints - Build a RAG Chatbot with LangChain4j
AI Endpoints - Using Structured Output with LangChain4j
AI Endpoints - Using Function Calling with LangChain4J
AI Endpoints - Model Context Protocol (MCP) with LangChain4j
AI Endpoints - Integration in Python with LiteLLM
AI Endpoints - Integration with Apache Airflow
AI Endpoints - Integration with Hugging Face Inference Providers
AI Endpoints - Integration with Pydantic AI

AI Partners Ecosystem

AI Partners Ecosystem - Lettria - Models features, capabilities and billing (EN)
AI Partners Ecosystem - Lettria - Models concept (EN)
AI Partners Ecosystem - Voxist - Models features, capabilities and billing (EN)
AI Partners Ecosystem - Voxist - Models concept (EN)