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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Risingwavelabs Risingwave Docker Deployment
Principles
- Principle:Huggingface Datasets Pandas Conversion
- Principle:Langfuse Langfuse Prompt Compilation with Variables
- Principle:Openai Openai agents python Approval Processing
- Principle:Langfuse Langfuse Experiment Configuration Validation
- Principle:Langgenius Dify Node Level Testing
- Principle:Online ml River Probabilistic Data Structures
- Principle:Explodinggradients Ragas Optimization Loss Functions
- Principle:Neuml Txtai Keyword Scoring
- Principle:Hpcaitech ColossalAI SFT Training Execution
- Principle:BerriAI Litellm Monitoring Operations
Implementations
- Implementation:Openai Openai node Speech Create
- Implementation:CrewAIInc CrewAI YouTube Video Search Tool
- Implementation:FlowiseAI Flowise Breadcrumbs
- Implementation:Alibaba ROLL Convert Tool
- Implementation:BerriAI Litellm MCP Types
- Implementation:Lance format Lance FilterPlanner
- Implementation:Microsoft Playwright Page AddInitScript
- Implementation:Promptfoo Promptfoo evaluate
- Implementation:Turboderp org Exllamav2 WebSocket Actions
- Implementation:OpenHands OpenHands GithubIssue Initialize Conversation
Heuristics
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Ray project Ray Autoscaling Delay Tuning
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Spotify Luigi Apache Spark
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Protectai Llm guard API Server Deployment
- Environment:Axolotl ai cloud Axolotl CUDA GPU