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Revision as of 14:32, 22 February 2026
27,667
Total Pages
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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Browse by Category
| 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:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Groq Groq python Chat Completion
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Onnx Onnx Version Conversion
- Workflow:Kornia Kornia Edge Detection Pipeline
Principles
- Principle:Gretelai Gretel synthetics Timeseries Data Generation
- Principle:Iamhankai Forest of Thought Chain of Thought Reasoning
- Principle:FlowiseAI Flowise Role Based Access Control
- Principle:Huggingface Datasets Stream Iteration
- Principle:Google deepmind Mujoco Energy Computation
- Principle:ARISE Initiative Robosuite Simulation Loop
- Principle:Google deepmind Dm control Interactive Visualization
- Principle:Online ml River Active Learning Classification
- Principle:DistrictDataLabs Yellowbrick Validation Curve Analysis
- Principle:CrewAIInc CrewAI Task Replay
Implementations
- Implementation:SeleniumHQ Selenium Python Pyproject
- Implementation:Arize ai Phoenix Get Span Annotations Dataframe
- Implementation:SeldonIO Seldon core Seldon Model Load For Monitoring
- Implementation:Ggml org Ggml Sycl convert
- Implementation:Scikit learn Scikit learn GaussianMixture
- Implementation:Sail sg LongSpec Save Model Extract
- Implementation:Ggml org Ggml Python utils
- Implementation:BerriAI Litellm Asyncify
- Implementation:Zai org CogVideo LPIPS
- Implementation:Openai Whisper Load Audio
Heuristics
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
Environments
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:BerriAI Litellm Observability Stack
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Apache Airflow Python Runtime Environment