# Tags ## 1-click clusters - [Auto-remediation system](https://docs.lambda.ai/managed-kubernetes/auto-remediation/) - [Cloud Console](https://docs.lambda.ai/public-cloud/console/) - [Cluster upgrades](https://docs.lambda.ai/managed-kubernetes/cluster-upgrades/) - [Continuous validation](https://docs.lambda.ai/managed-kubernetes/continuous-validation/) - [Filesystem S3 Adapter](https://docs.lambda.ai/public-cloud/s3-adapter-filesystems/) - [Firewalls](https://docs.lambda.ai/public-cloud/firewalls/) - [Guest Agent](https://docs.lambda.ai/public-cloud/guest-agent/) - [How to serve the Llama 3.1 405B model using a Lambda 1-Click Cluster](https://docs.lambda.ai/public-cloud/1-click-clusters/serving-llama-3_1-405b/) - [Importing and exporting data](https://docs.lambda.ai/public-cloud/importing-exporting-data/) - [Introduction](https://docs.lambda.ai/managed-kubernetes/) - [Introduction](https://docs.lambda.ai/public-cloud/1-click-clusters/) - [Security posture](https://docs.lambda.ai/public-cloud/1-click-clusters/security-posture/) - [Using Lambda's Managed Kubernetes](https://docs.lambda.ai/managed-kubernetes/managed-kubernetes-legacy/) ## Virtualization - [Virtual environments and Docker containers](https://docs.lambda.ai/education/programming/virtual-environments-containers/) ## api - [Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster](https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/) - [Orchestrating AI workloads with dstack](https://docs.lambda.ai/education/scheduling-and-orchestration/orchestrating-workloads-with-dstack/) - [Using SkyPilot to deploy a Kubernetes cluster](https://docs.lambda.ai/education/scheduling-and-orchestration/skypilot-deploy-kubernetes/) ## billing - [Billing overview](https://docs.lambda.ai/public-cloud/billing/) - [Managing billing](https://docs.lambda.ai/public-cloud/manage-billing/) ## distributed training - [How to serve the Llama 3.1 405B model using a Lambda 1-Click Cluster](https://docs.lambda.ai/public-cloud/1-click-clusters/serving-llama-3_1-405b/) - [Introduction](https://docs.lambda.ai/public-cloud/1-click-clusters/) ## docker - [Serving the Llama 3.1 8B and 70B models using Lambda Cloud on-demand instances](https://docs.lambda.ai/education/large-language-models/serving-llama-3-1-docker/) - [Using Multi-Instance GPU (MIG)](https://docs.lambda.ai/education/using-mig/) ## filesystems - [Filesystem S3 Adapter](https://docs.lambda.ai/public-cloud/s3-adapter-filesystems/) ## generative ai - [Fine-tuning the Mochi video generation model on GH200](https://docs.lambda.ai/education/fine-tune-mochi-gh200/) - [How to serve the FLUX.1 prompt-to-image models using Lambda Cloud on-demand instances](https://docs.lambda.ai/education/generative-ai/flux-prompt-to-image/) ## identity and access management - [Access and security overview](https://docs.lambda.ai/public-cloud/access-security/) - [Enabling single sign-on (SSO)](https://docs.lambda.ai/public-cloud/enabling-sso/) ## kubernetes - [Auto-remediation system](https://docs.lambda.ai/managed-kubernetes/auto-remediation/) - [Cluster upgrades](https://docs.lambda.ai/managed-kubernetes/cluster-upgrades/) - [Continuous validation](https://docs.lambda.ai/managed-kubernetes/continuous-validation/) - [Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster](https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/) - [Introduction](https://docs.lambda.ai/managed-kubernetes/) - [Using KubeAI to deploy Nous Research's Hermes 3 and other LLMs](https://docs.lambda.ai/education/large-language-models/kubeai-hermes-3/) - [Using Lambda's Managed Kubernetes](https://docs.lambda.ai/managed-kubernetes/managed-kubernetes-legacy/) - [Using SkyPilot to deploy a Kubernetes cluster](https://docs.lambda.ai/education/scheduling-and-orchestration/skypilot-deploy-kubernetes/) ## llama - [Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster](https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/) - [Serving the Llama 3.1 8B and 70B models using Lambda Cloud on-demand instances](https://docs.lambda.ai/education/large-language-models/serving-llama-3-1-docker/) - [Using KubeAI to deploy Nous Research's Hermes 3 and other LLMs](https://docs.lambda.ai/education/large-language-models/kubeai-hermes-3/) - [Using Multi-Instance GPU (MIG)](https://docs.lambda.ai/education/using-mig/) ## llm - [Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster](https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/) - [Deploying NVIDIA Nemotron 3 Nano using vLLM](https://docs.lambda.ai/education/large-language-models/deploying-nemotron-3-nano/) - [Orchestrating AI workloads with dstack](https://docs.lambda.ai/education/scheduling-and-orchestration/orchestrating-workloads-with-dstack/) - [Running DeepSeek-R1 70B using Ollama](https://docs.lambda.ai/education/large-language-models/deepseek-r1-ollama/) - [Serving the Llama 3.1 8B and 70B models using Lambda Cloud on-demand instances](https://docs.lambda.ai/education/large-language-models/serving-llama-3-1-docker/) - [Using KubeAI to deploy Nous Research's Hermes 3 and other LLMs](https://docs.lambda.ai/education/large-language-models/kubeai-hermes-3/) - [Using Multi-Instance GPU (MIG)](https://docs.lambda.ai/education/using-mig/) ## on-demand cloud - [Cloud Console](https://docs.lambda.ai/public-cloud/console/) - [Connecting to an instance](https://docs.lambda.ai/public-cloud/on-demand/connecting-instance/) - [Creating and managing instances](https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/) - [Fine-tuning the Mochi video generation model on GH200](https://docs.lambda.ai/education/fine-tune-mochi-gh200/) - [Firewalls](https://docs.lambda.ai/public-cloud/firewalls/) - [Guest Agent](https://docs.lambda.ai/public-cloud/guest-agent/) - [Importing and exporting data](https://docs.lambda.ai/public-cloud/importing-exporting-data/) - [Managing your system environment](https://docs.lambda.ai/public-cloud/on-demand/managing-system-environment/) - [Running Hugging Face Transformers and Diffusers on an NVIDIA GH200 instance](https://docs.lambda.ai/education/running-huggingface-diffusers-transformers-gh200/) - [Running a PyTorch®-based benchmark on an NVIDIA GH200 instance](https://docs.lambda.ai/education/running-benchmark-gh200/) - [Troubleshooting](https://docs.lambda.ai/public-cloud/on-demand/troubleshooting/) - [Using Multi-Instance GPU (MIG)](https://docs.lambda.ai/education/using-mig/) ## private cloud - [Introduction](https://docs.lambda.ai/private-cloud/) ## public cloud - [Billing overview](https://docs.lambda.ai/public-cloud/billing/) - [Managing billing](https://docs.lambda.ai/public-cloud/manage-billing/) ## security - [Accessing your Lambda Private Cloud cluster](https://docs.lambda.ai/private-cloud/accessing-private-cloud/) - [Security posture](https://docs.lambda.ai/private-cloud/security-posture/) - [Security posture](https://docs.lambda.ai/public-cloud/1-click-clusters/security-posture/) ## security and compliance - [Access and security overview](https://docs.lambda.ai/public-cloud/access-security/) ## slurm - [Auto-remediation system](https://docs.lambda.ai/managed-slurm/auto-remediation/) - [Health checks](https://docs.lambda.ai/managed-slurm/health-checks/) - [Introduction](https://docs.lambda.ai/managed-slurm/) - [Quickstart](https://docs.lambda.ai/managed-slurm/quickstart/) - [Slurm console](https://docs.lambda.ai/managed-slurm/slurm-console/) ## stable diffusion - [How to serve the FLUX.1 prompt-to-image models using Lambda Cloud on-demand instances](https://docs.lambda.ai/education/generative-ai/flux-prompt-to-image/) ## storage - [Filesystems](https://docs.lambda.ai/public-cloud/filesystems/) ## support - [Support](https://docs.lambda.ai/public-cloud/1-click-clusters/support/) ## troubleshooting - [Troubleshooting and debugging](https://docs.lambda.ai/education/linux-usage/troubleshooting-and-debugging/) - [Using the Lambda bug report to troubleshoot your system](https://docs.lambda.ai/education/linux-usage/using-the-lambda-bug-report-to-troubleshoot-your-system/)