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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:Iterative Dvc Pipeline Reproduction
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Vllm project Vllm Vision Language Inference
Principles
- Principle:Deepspeedai DeepSpeed Reward Model Training
- Principle:Langchain ai Langgraph Execution Resumption
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
- Principle:Snorkel team Snorkel Labeling Function Analysis
- Principle:Predibase Lorax Health Check Verification
- Principle:Helicone Helicone Payment Processing
- Principle:SeleniumHQ Selenium Page Object Interaction Methods
- Principle:Run llama Llama index Agent Execution
- Principle:Openclaw Openclaw Binding Configuration
- Principle:Volcengine Verl Answer Extraction
Implementations
- Implementation:Openai Openai node Responses Resource
- Implementation:Openai Openai python Eval Retrieve Response
- Implementation:TobikoData Sqlmesh EditorInspector
- Implementation:Predibase Lorax Exllama V1 CUDA Bindings
- Implementation:Elevenlabs Elevenlabs python DubbingMetadataResponse
- Implementation:Astronomer Astronomer cosmos Dbt Output Parser
- Implementation:Apache Druid HeaderBar
- Implementation:Openai Openai python Embedding Create Params
- Implementation:NVIDIA DALI RunImpl CUDA Kernel
- Implementation:ARISE Initiative Robosuite ManipulatorModel
Heuristics
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
Environments
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment