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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:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Guardrails ai Guardrails Streaming Validation
Principles
- Principle:Apache Paimon Global Index Scan Building
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Configuration
- Principle:SeleniumHQ Selenium Grid Health Monitoring
- Principle:OpenHands OpenHands Agent Summary Callback
- Principle:FlowiseAI Flowise Chunk Management
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:Liu00222 Open Prompt Injection Task Creation
- Principle:NVIDIA TransformerEngine Fused LayerNorm MLP
- Principle:PrefectHQ Prefect Deployment Configuration Validation
- Principle:Langgenius Dify Plugin Lifecycle Management
Implementations
- Implementation:Facebookresearch Audiocraft UnetTransformer
- Implementation:Huggingface Optimum Get Transformed Nodes
- Implementation:Kornia Kornia VisionTransformer
- Implementation:Interpretml Interpret Random
- Implementation:Sgl project Sglang Scalar Type
- Implementation:Heibaiying BigData Notes Storm Topology Submission
- Implementation:Facebookresearch Habitat lab GuiPlacementHelper
- Implementation:DevExpress Testcafe TestFileParserBase
- Implementation:DevExpress Testcafe ActionOptions TypeDefs
- Implementation:LMCache LMCache Batched Message Sender
Heuristics
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
Environments
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Trailofbits Fickling PyTorch
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Sgl project Sglang Runtime