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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:Huggingface Trl GRPO Training
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Intel Ipex llm RAG With LangChain
Principles
- Principle:Apache Hudi Compaction Need Assessment
- Principle:NVIDIA TransformerEngine Drop In LayerNorm Replacement
- Principle:DistrictDataLabs Yellowbrick Joint Plot Analysis
- Principle:Anthropics Anthropic sdk python Streaming Thinking Content
- Principle:Pyro ppl Pyro Global Configuration
- Principle:Turboderp org Exllamav2 Sampling Configuration
- Principle:Deepset ai Haystack Retrieval MRR Evaluation
- Principle:Neuml Txtai Search Explainability
- Principle:SeldonIO Seldon core Candidate Model Deployment
- Principle:Bitsandbytes foundation Bitsandbytes XPU SYCL Dequantization
Implementations
- Implementation:Interpretml Interpret PoissonDevianceRegressionObjective
- Implementation:Google deepmind Dm control Suite Cartpole
- Implementation:ThreeSR Awesome Inference Time Scaling GitHub Pull Request
- Implementation:Vespa engine Vespa ConfigSubscriber NextConfig
- Implementation:OpenGVLab InternVL Correctness Build Data
- Implementation:DevExpress Testcafe NativeAutomation Input
- Implementation:Scikit learn Scikit learn RocCurveDisplay
- Implementation:Apache Paimon BinaryRow
- Implementation:NVIDIA DALI Sphinx Config
- Implementation:Open compass VLMEvalKit VGRPBench Futoshiki
Heuristics
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:MaterializeInc Materialize CI Retry Strategies
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Getgauge Taiko Linux System Libraries
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Kubeflow Pipelines Python SDK
- Environment:Run llama Llama index Fsspec Remote Storage