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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:Apache Paimon Vector Similarity Search
- Workflow:Apache Spark Building and Testing
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Microsoft Playwright API testing
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
Principles
- Principle:NVIDIA TransformerEngine Fused LayerNorm Linear
- Principle:FMInference FlexLLMGen AIO Performance Benchmarking
- Principle:Togethercomputer Together python Model Listing
- Principle:Norrrrrrr lyn WAInjectBench Image Dataset Format
- Principle:Unstructured IO Unstructured Embedding Provider Interface
- Principle:Kubeflow Pipelines Pipeline Compilation
- Principle:Kubeflow Kubeflow Train Model
- Principle:Interpretml Interpret Optimal Transport Selection
- Principle:AUTOMATIC1111 Stable diffusion webui Fair Task Scheduling
- Principle:Ray project Ray Serve Control Plane Initialization
Implementations
- Implementation:Arize ai Phoenix HallucinationEvaluator
- Implementation:Cohere ai Cohere python UsageBilledUnits Model
- Implementation:OpenHands OpenHands TelemetryIdentity
- Implementation:AUTOMATIC1111 Stable diffusion webui DeepDanbooru Model
- Implementation:Open compass VLMEvalKit OlmOCRBench Tests
- Implementation:Ggml org Ggml Webgpu wgsl preprocessor
- Implementation:Astronomer Astronomer cosmos Task Instance Listener
- Implementation:Langgenius Dify UseMetadata
- Implementation:Huggingface Datatrove MinhashDedupCluster
- Implementation:Truera Trulens Dashboard Utils
Heuristics
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
Environments
- Environment:Datahub project Datahub Python Ingestion
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Truera Trulens Streamlit Dashboard Environment