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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:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Groq Groq python Text Embedding
- Workflow:Cypress io Cypress Component Test Execution
Principles
- Principle:TobikoData Sqlmesh Virtual Layer Update
- Principle:Unslothai Unsloth Model Merging And Saving
- Principle:Protectai Llm guard PII Anonymization
- Principle:Google deepmind Mujoco MJX Data Retrieval
- Principle:Scikit learn Scikit learn Bayesian Regression
- Principle:Huggingface Peft Prompt Tuning
- Principle:Scikit learn Scikit learn Cross Validation
- Principle:EvolvingLMMs Lab Lmms eval SGLang Acceleration
- Principle:Kornia Kornia Gradient Edge Detection
- Principle:Pola rs Polars Rust Crate Feature System
Implementations
- Implementation:Apache Paimon SchemaSerializer
- Implementation:Danijar Dreamerv3 Parallel Env
- Implementation:InternLM Lmdeploy Gemm MainloopSm80V2
- Implementation:Hpcaitech ColossalAI Critic
- Implementation:OpenHands OpenHands Toggle
- Implementation:Sdv dev SDV Metadata Detect From Dataframes
- Implementation:InternLM Lmdeploy AttentionIterator
- Implementation:Apache Paimon AuthProvider
- Implementation:Google deepmind Mujoco Engine Inverse
- Implementation:Microsoft Playwright Codegen CLI
Heuristics
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
Environments
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Huggingface Trl Quantization Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime