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1,118
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:Openai Openai node Audio Processing
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Wandb Weave Tracing Setup
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
Principles
- Principle:BerriAI Litellm Request Construction
- Principle:Ollama Ollama Compute Graph System
- Principle:LaurentMazare Tch rs Atari Environment Preprocessing
- Principle:Volcengine Verl Evaluation And Checkpointing
- Principle:Neuml Txtai Workflow Execution
- Principle:AnswerDotAI RAGatouille Semantic Search
- Principle:InternLM Lmdeploy Generation Configuration
- Principle:Facebookresearch Audiocraft Compression Quality Evaluation
- Principle:Cleanlab Cleanlab Segmentation Issue Visualization
- Principle:Mlflow Mlflow Prompt Registration
Implementations
- Implementation:Microsoft Playwright BidiBrowser
- Implementation:FMInference FlexLLMGen DeepSpeed Runtime Config
- Implementation:BerriAI Litellm Health Check Helpers
- Implementation:Vibrantlabsai Ragas DynamicFewShotPrompt
- Implementation:Zai org CogVideo DDIM Export Latents To Video
- Implementation:NVIDIA NeMo Curator Semantic IdentifyDuplicatesStage
- Implementation:Promptfoo Promptfoo SharePoint Integration
- Implementation:Facebookresearch Habitat lab Observations to image
- Implementation:Langfuse Langfuse Table Filter Schema Definitions
- Implementation:Sdv dev SDV DayZSynthesizer Single Table
Heuristics
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
Environments
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Langchain ai Langchain Anthropic API Credentials