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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:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
Principles
- Principle:Kserve Kserve PD Scheduler Routing
- Principle:Haosulab ManiSkill Sim2Real Bridge
- Principle:Openclaw Openclaw Persona Customization
- Principle:Bentoml BentoML Runtime Environment Definition
- Principle:Online ml River Streaming ROCAUC
- Principle:Ollama Ollama APIDesign
- Principle:Tensorflow Tfjs Weight Constraints
- Principle:Mlfoundations Open flamingo FSDP Model Wrapping
- Principle:NVIDIA NeMo Aligner DPO Sequence Packing
- Principle:Risingwavelabs Risingwave CDC Source Validation
Implementations
- Implementation:Mlc ai Mlc llm Radix Tree Header
- Implementation:Haosulab ManiSkill PickSingleYCB
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:Datajuicer Data juicer ArxivDownloader
- Implementation:Kserve Kserve LLM Decode Worker DP Config
- Implementation:NVIDIA NeMo Curator KMeansStage
- Implementation:Togethercomputer Together python Videos Create
- Implementation:Huggingface Datasets TenBin
- Implementation:Hiyouga LLaMA Factory Model Adapter
- Implementation:Ollama Ollama MLXRunner MLX Generated H
Heuristics
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
Environments
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Openai Whisper Numba
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment