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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:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Apache Kafka Docker Image Release
- Workflow:Apache Flink Stream File Compaction
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
Principles
- Principle:Huggingface Optimum Backend Pipeline Dispatch
- Principle:Protectai Llm guard Observability Instrumentation
- Principle:Spcl Graph of thoughts Document Merging Prompt Design
- Principle:Evidentlyai Evidently Dashboard Panel Configuration
- Principle:Intel Ipex llm LoRA Model Loading bf16
- Principle:Truera Trulens Records And Feedback Query
- Principle:NVIDIA DALI Anchor Box Encoding
- Principle:LMCache LMCache Segment Based KV Caching
- Principle:Risingwavelabs Risingwave Batch Query Serving
- Principle:Langgenius Dify Processing Node Configuration
Implementations
- Implementation:Haifengl Smile SVD EVD Results
- Implementation:Langchain ai Langchain PyPI Trusted Publishing Production
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Backward Step
- Implementation:CARLA simulator Carla PythonUtil
- Implementation:Huggingface Datatrove PerplexityStats
- Implementation:Protectai Modelscan OperatorIssueDetails
- Implementation:Lucidrains X transformers Preference Dataset Pattern
- Implementation:SeleniumHQ Selenium HasContext
- Implementation:Haosulab ManiSkill RoboCasaCounter
- Implementation:Apache Paimon AuthFactory
Heuristics
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Infiniflow Ragflow Docker Infrastructure