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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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|---|---|---|
| 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:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Openai Openai node Streaming To Client
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Turboderp org Exllamav2 Text Generation
Principles
- Principle:Mbzuai oryx Awesome LLM Post training Collection Parameter Configuration
- Principle:Cypress io Cypress Binary Installation
- Principle:Openai Openai agents python Execution Resumption
- Principle:Sgl project Sglang Program State Result Extraction
- Principle:Promptfoo Promptfoo Vulnerability Grading
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:Huggingface Diffusers Denoising Loop
- Principle:Huggingface Optimum Transformation Validation
- Principle:Tensorflow Serving Signature Definition
- Principle:Predibase Lorax JSON Schema Definition
Implementations
- Implementation:Promptfoo Promptfoo readTests
- Implementation:PrefectHQ Prefect UI V2 Package Lock
- Implementation:Run llama Llama index BatchEvalRunner Evaluate Queries
- Implementation:Langchain ai Langgraph Warnings
- Implementation:Triton inference server Server L0 Config Json Test
- Implementation:Datajuicer Data juicer VideoCaptioningFromSummarizerMapper
- Implementation:Risingwavelabs Risingwave Cluster Page
- Implementation:Scikit learn Scikit learn BisectingKMeans
- Implementation:Facebookresearch Habitat lab Datasets download rearrangement
- Implementation:LMCache LMCache LRU Evictor
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
Environments
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Microsoft Autogen LLM Provider API Keys