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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:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Lance format Lance Version Management
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Ucbepic Docetl Python API Pipeline
Principles
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:Isaac sim IsaacGymEnvs RL Agent Initialization
- Principle:Ucbepic Docetl Pipeline Assembly And Execution
- Principle:Cypress io Cypress Test Runner Launch
- Principle:Microsoft Autogen State Persistence
- Principle:Astronomer Astronomer cosmos Local Operator Execution
- Principle:Deepset ai Haystack Faithfulness Evaluation
- Principle:ChenghaoMou Text dedup Cluster Visualization
- Principle:Microsoft Playwright Verify Network Interactions
- Principle:Google deepmind Mujoco Fluid Interaction
Implementations
- Implementation:LaurentMazare Tch rs Scalar
- Implementation:NVIDIA NeMo Curator PairwiseStage
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:Openai Openai node Zod Union Parser
- Implementation:Google deepmind Mujoco Engine Util Sparse AVX
- Implementation:Elevenlabs Elevenlabs python VoiceSamplePreviewResponseModel
- Implementation:Axolotl ai cloud Axolotl Setup Script
- Implementation:Puppeteer Puppeteer Browser Version
- Implementation:Scikit learn Scikit learn CalibratedClassifierCV
- Implementation:Sktime Pytorch forecasting Tuner Lr Find
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
Environments
- Environment:Huggingface Trl Quantization Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Protectai Llm guard API Server Deployment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Duckdb Duckdb Code Formatting Tools