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                • Set Up an MLDES Cluster
                  • Deploy on AWS
                    • Set Up and Manage an AWS EC2 Cluster
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                                    • Summarization and Classification
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                                        • Intro to Prompt Engineering
                                          • What is a Prompt?
                                            • Simple Prompts
                                              • Advanced Prompts
                                              • Glossary
                                                • Batch Inference
                                                  • Checkpoint
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                                                                • Generative AI
                                                                  • Generative AI Chatbot
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                                                                                    • Retrieval Augmented Generation (RAG)
                                                                                      • Session
                                                                                        • Snapshot
                                                                                          • System Output
                                                                                            • Temperature
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                                                                                                • Top K
                                                                                                  • Top P
                                                                                                    • Training Experiment
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                                                                                                    • Tutorials
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                                                                                                        • Create Project
                                                                                                          • Prepare Data
                                                                                                            • Load Base Model
                                                                                                              • Prompt the Model
                                                                                                                • Improve the Results
                                                                                                                  • Provide Examples by Linking a Dataset
                                                                                                                  • Text to SQL
                                                                                                                    • Generate SQL Queries
                                                                                                                      • Fine Tune
                                                                                                                        • Test Fine-Tuned Model
                                                                                                                          • Push Your Fine-Tuned Model to HF
                                                                                                                          • Customer Complaints Classification
                                                                                                                            • Craft a Simple Prompt
                                                                                                                              • Provide Examples and Link a Dataset
                                                                                                                                • Craft a Complex Prompt
                                                                                                                                  • Fine Tune
                                                                                                                                    • Test Fine-Tuned Model
                                                                                                                                      • Push Your Fine-Tuned Model to HF
                                                                                                                                      • Medical Transcripts Classification
                                                                                                                                        • Create Project & Load Data
                                                                                                                                          • Load Base Model
                                                                                                                                            • Prompt the Model
                                                                                                                                              • Fine-Tune From a Snapshot
                                                                                                                                                • Test Fine-Tuned Model
                                                                                                                                                  • Push Your Fine-Tuned Model to HF
                                                                                                                                                • RAG
                                                                                                                                                  • Create a Notebook for Building Your RAG Application
                                                                                                                                                    • Generate RAG Responses
                                                                                                                                                      • Use Case - Building a Retrieval Augmented Generation (RAG) Pipeline (featuring LlamaIndex)
                                                                                                                                                      • Lore Python SDK
                                                                                                                                                        • Client Initialization (Start Here)
                                                                                                                                                          • Using MLIS and Third-Party Models in GenAI Notebooks
                                                                                                                                                            • Workspaces
                                                                                                                                                              • Datasets
                                                                                                                                                                • Prompt Templates
                                                                                                                                                                  • Models
                                                                                                                                                                    • Full Package Reference
                                                                                                                                                                    • Notebooks
                                                                                                                                                                      • Launch Notebook (CLI)
                                                                                                                                                                        • Launch Notebook (GUI)
                                                                                                                                                                          • Using MLIS and Third-Party Models in GenAI Notebooks
                                                                                                                                                                          • Fine-Tuning
                                                                                                                                                                            • About Fine-Tuning
                                                                                                                                                                              • How to Fine-Tune a Model
                                                                                                                                                                                • Kill a Job in Progress
                                                                                                                                                                                  • Delete a Job
                                                                                                                                                                                    • How to Use PEFT
                                                                                                                                                                                    • Projects
                                                                                                                                                                                      • Snapshot Mode
                                                                                                                                                                                        • Manage Snapshots
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                                                                                                                                                                                            • Local File Upload Size Limitations
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                                                                                                                                                                                                  • Test
                                                                                                                                                                                                    • Export
                                                                                                                                                                                                      • Download
                                                                                                                                                                                                        • Push to Hugging Face
                                                                                                                                                                                                      Products GenAI Docs Admin Cluster Setup

                                                                                                                                                                                                      Cluster Deployment Guides #

                                                                                                                                                                                                      Set Up an MLDES Cluster

                                                                                                                                                                                                      Learn how to set up an MLDES cluster.

                                                                                                                                                                                                      Deploy on AWS

                                                                                                                                                                                                      How to deploy a cluster on Amazon Web Services (AWS).

                                                                                                                                                                                                      • Set Up and Manage an …
                                                                                                                                                                                                      Deploy on Kubernetes

                                                                                                                                                                                                      Select an option for deploying on Kubernetes.

                                                                                                                                                                                                      • Google Kubernetes …
                                                                                                                                                                                                      • On-Prem Kubernetes …
                                                                                                                                                                                                      • Enforce Shared User …
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