Main Page
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Total Pages
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:Haosulab ManiSkill Custom Task Development
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
Principles
- Principle:Isaac sim IsaacGymEnvs Factory Configuration
- Principle:ARISE Initiative Robomimic Checkpointing and Model Saving
- Principle:Openai Whisper English Text Normalization
- Principle:Mage ai Mage ai API Stream Discovery
- Principle:Mit han lab Llm awq Interactive Multimodal Demo
- Principle:Online ml River Online Covariance Estimation
- Principle:Treeverse LakeFS Diff and Review
- Principle:LaurentMazare Tch rs SGD Optimization
- Principle:ARISE Initiative Robomimic Observation Extraction
- Principle:Puppeteer Puppeteer Element Interaction
Implementations
- Implementation:Langfuse Langfuse ProcessEventBatch
- Implementation:Hpcaitech ColossalAI CustomStuffDocumentsChain
- Implementation:Pyro ppl Pyro TransformModule
- Implementation:Predibase Lorax GPTQ Utils Exllamav2
- Implementation:Pytorch Serve Generate Model Archive
- Implementation:Run llama Llama index LLMRerank
- Implementation:Facebookresearch Habitat lab Env integration testing
- Implementation:Microsoft Onnxruntime CUDA ConvTransposeGrad
- Implementation:Googleapis Python genai Interactions Response
- Implementation:Microsoft Onnxruntime CPU GRU Forward
Heuristics
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
Environments
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Interpretml Interpret Python Core Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Langfuse Langfuse Docker Infrastructure