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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:Bentoml BentoML Bento Build And Containerization
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Langchain ai Langgraph Human in the Loop Agent
Principles
- Principle:DistrictDataLabs Yellowbrick Estimator Wrapping
- Principle:LLMBook zh LLMBook zh github io Rotary Position Embedding
- Principle:Avhz RustQuant Volatility Surface
- Principle:Norrrrrrr lyn WAInjectBench Per File Text Detection
- Principle:Recommenders team Recommenders SAR Algorithm
- Principle:Ray project Ray CI Pipeline Configuration
- Principle:Pyro ppl Pyro Evidence Lower Bound
- Principle:CarperAI Trlx Online RL Training
- Principle:Roboflow Rf detr Roboflow Authentication
- Principle:Microsoft BIPIA Training Data Construction
Implementations
- Implementation:Huggingface Datasets Dataset To Sql
- Implementation:Microsoft LoRA PyTorch Training Loop
- Implementation:LMCache LMCache Controller Observability
- Implementation:ArroyoSystems Arroyo Scheduler Trait
- Implementation:ClickHouse ClickHouse Review Severity Model
- Implementation:Mlc ai Mlc llm Template Registry
- Implementation:Open compass VLMEvalKit MMHelix Campsite Eval
- Implementation:Open compass VLMEvalKit OlmOCRBench RepeatDetect
- Implementation:SeleniumHQ Selenium Color
- Implementation:Getgauge Taiko TypeScript Definitions
Heuristics
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
Environments
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Sgl project Sglang Runtime
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Ucbepic Docetl Frontend Node Environment