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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:Neuml Txtai Workflow Orchestration
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Mistralai Client python Finetuning Job Management
Principles
- Principle:Treeverse LakeFS Hook Guarded Merge
- Principle:Huggingface Trl PPO Model Saving and Evaluation
- Principle:Langgenius Dify Datasource Node Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Fair Task Scheduling
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:BerriAI Litellm Message Redaction
- Principle:Roboflow Rf detr ONNX Model Export
- Principle:Langgenius Dify Prompt Template Design
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:Nightwatchjs Nightwatch BDD Style Expect Assertions
Implementations
- Implementation:Apache Paimon BinaryRow
- Implementation:Cohere ai Cohere python HttpResponse
- Implementation:DevExpress Testcafe AssertionExecutor
- Implementation:Openai Openai python Datetime Parse
- Implementation:Google deepmind Mujoco User Composite
- Implementation:Shiyu coder Kronos Config Init
- Implementation:Heibaiying BigData Notes Hive Partition and Bucket Config
- Implementation:Arize ai Phoenix Create Evaluator Decorator
- Implementation:Truera Trulens Otel Record Viewer Dependencies
- Implementation:Turboderp org Exllamav2 ExLlamaV2SelectFilter
Heuristics
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
Environments
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:OpenGVLab InternVL PEFT LoRA