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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:Truera Trulens LangGraph Agent Evaluation
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
Principles
- Principle:Cleanlab Cleanlab Token Label Issue Filtering
- Principle:AUTOMATIC1111 Stable diffusion webui Textual inversion training loop
- Principle:Microsoft BIPIA Model Loading
- Principle:Langgenius Dify Documentation Localization
- Principle:Predibase Lorax Dynamic LoRA Loading
- Principle:Openai Openai node Training Data Upload
- Principle:Webdriverio Webdriverio Test Result Reporting
- Principle:Run llama Llama index Text Chunking
- Principle:Apache Flink Locality Aware Split Assignment
- Principle:Treeverse LakeFS Import Progress Monitoring
Implementations
- Implementation:Microsoft Onnxruntime TensorInfo
- Implementation:DataTalksClub Data engineering zoomcamp JsonConsumer Implementation
- Implementation:Huggingface Trl Get Peft Config Reward
- Implementation:Tensorflow Serving Tfrt Servable
- Implementation:Bentoml BentoML Framework TensorFlow
- Implementation:LMCache LMCache Lookup Client Interface
- Implementation:Togethercomputer Together python Evaluation Types
- Implementation:Kubeflow Kubeflow Model Registry API
- Implementation:Lm sys FastChat Huggingface API Inference
- Implementation:Norrrrrrr lyn WAInjectBench torch save Checkpoint
Heuristics
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
Environments
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Sgl project Sglang Kubernetes
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Getgauge Taiko Node Runtime
- Environment:Ucbepic Docetl Frontend Node Environment