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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:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Googleapis Python genai Context Caching
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
Principles
- Principle:OpenGVLab InternVL Dynamic Resolution Preprocessing
- Principle:Treeverse LakeFS Hook Guarded Merge
- Principle:Volcengine Verl Policy Loss Optimization
- Principle:ARISE Initiative Robosuite Observable System
- Principle:Pyro ppl Pyro Gradient Clipping
- Principle:Avhz RustQuant Machine Learning
- Principle:Vllm project Vllm Speculation Metrics Evaluation
- Principle:Pola rs Polars SQL Context Creation
- Principle:PeterL1n BackgroundMattingV2 Image dataset loading
- Principle:Langchain ai Langchain Streaming Method Invocation
Implementations
- Implementation:Marker Inc Korea AutoRAG Load Yaml Config
- Implementation:Treeverse LakeFS Java SDK Model LoginInformation
- Implementation:Apache Paimon Ray Init
- Implementation:Bentoml BentoML Spark Batch
- Implementation:LaurentMazare Tch rs Layer Norm
- Implementation:Google deepmind Mujoco Engine Util Sparse Header
- Implementation:Sktime Pytorch forecasting TimeXer Sub Modules
- Implementation:DistrictDataLabs Yellowbrick Visualizer Show
- Implementation:Ollama Ollama Llama Server
- Implementation:Astronomer Astronomer cosmos FullOutputSubprocessHook
Heuristics
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
Environments
- Environment:Microsoft Playwright Platform Support Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Openai Openai node Node 20 Runtime
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:ARISE Initiative Robosuite GPU Rendering