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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:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
Principles
- Principle:Mit han lab Llm awq Multimodal Vision Language Inference
- Principle:Dotnet Machinelearning Trial Result Extraction
- Principle:Bitsandbytes foundation Bitsandbytes Paged Optimizer
- Principle:Huggingface Datasets DatasetDict Hub Upload
- Principle:Lm sys FastChat ShareGPT HTML Cleaning
- Principle:NVIDIA TransformerEngine FP8 Delayed Scaling
- Principle:Allenai Open instruct Supervised Finetuning
- Principle:Huggingface Datasets Semantic Versioning
- Principle:Nautechsystems Nautilus trader Exchange Adapter Configuration
- Principle:Mit han lab Llm awq Quantized Linear Module
Implementations
- Implementation:Recommenders team Recommenders BaseModel Run Fast Eval
- Implementation:SeleniumHQ Selenium ChromeDriverService CreateDefaultService
- Implementation:Scikit learn contrib Imbalanced learn CondensedNearestNeighbour
- Implementation:Google deepmind Dm control Suite Humanoid CMU
- Implementation:Datajuicer Data juicer TsvFormatter
- Implementation:OpenBMB UltraFeedback Inference Environment Setup
- Implementation:NVIDIA NeMo Curator DomainClassifier
- Implementation:Puppeteer Puppeteer CDPSession
- Implementation:TobikoData Sqlmesh LoadingContainer
- Implementation:Mlc ai Mlc llm Template Registry
Heuristics
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
Environments
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Cleanlab Cleanlab Image Quality Dependencies