Main Page
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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| 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:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Openai Openai agents python Basic Agent Execution
Principles
- Principle:Zai org CogVideo Structural Similarity
- Principle:Openai Openai node Request Construction
- Principle:Apache Dolphinscheduler Plugin Artifact Provisioning
- Principle:FlowiseAI Flowise Agentflow Node Status Monitoring
- Principle:Apache Spark Write Ahead Logging
- Principle:Apache Flink Partition Management
- Principle:Googleapis Python genai Job Monitoring
- Principle:Farama Foundation Gymnasium MuJoCo Locomotion
- Principle:Microsoft Agent framework Sample Validation
- Principle:Ollama Ollama Modelfile Parsing
Implementations
- Implementation:PrefectHQ Prefect Parse Article Task
- Implementation:Ggml org Llama cpp LLGuidance
- Implementation:Ucbepic Docetl HomePage
- Implementation:Wandb Weave Publish PyPI Release
- Implementation:Predibase Lorax GPTQ Quant Linear
- Implementation:Confident ai Deepeval ToolUseMetric
- Implementation:Farama Foundation Gymnasium Sequence Space
- Implementation:Pyro ppl Pyro SV DKL
- Implementation:Openai Openai python Shared Chat Model
- Implementation:Ollama Ollama Imagegen Transfer Upload
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Openai Openai node Browser Safety Guard
Environments
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime