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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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Apache Kafka Topic Management
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
Principles
- Principle:SeldonIO Seldon core Explainer Readiness Verification
- Principle:Evidentlyai Evidently Drift Dataset Metrics
- Principle:Teamcapybara Capybara Server And Options Configuration
- Principle:Openai Openai python Audio Translation
- Principle:Huggingface Datasets SQL Import
- Principle:Tencent Ncnn Face Alignment And Recognition
- Principle:Pola rs Polars Streaming Query Building
- Principle:Kornia Kornia Image Loading
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:Langfuse Langfuse Eval Template Variable Extraction
Implementations
- Implementation:Langgenius Dify FetchWorkflowDraft
- Implementation:Tensorflow Tfjs Training Test
- Implementation:Openai Openai python Response MCP Call Args Delta
- Implementation:CARLA simulator Carla WalkerAIController Start
- Implementation:Guardrails ai Guardrails Validator Validate
- Implementation:HKUDS AI Trader Analyze CD5
- Implementation:Infiniflow Ragflow Canvas Run
- Implementation:Vibrantlabsai Ragas AgUI Experiments
- Implementation:Neuml Txtai Textractor Call
- Implementation:NVIDIA TransformerEngine Ops LayerNorm
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Getgauge Taiko Navigation Wait Strategy
Environments
- Environment:Intel Ipex llm Windows Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Trailofbits Fickling PyTorch
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment