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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:Microsoft Playwright Codegen test recording
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Wandb Weave Evaluation Pipeline
Principles
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:Vespa engine Vespa Text Transformation
- Principle:TobikoData Sqlmesh Environment Creation
- Principle:Kornia Kornia Inlier Extraction
- Principle:Bitsandbytes foundation Bitsandbytes Mixed Precision Matmul With Outlier Decomposition
- Principle:Speechbrain Speechbrain Audio Interpretability
- Principle:Princeton nlp SimPO Chat Template Application
- Principle:Obss Sahi COCO Evaluation
- Principle:Diagram of thought Diagram of thought Convergence Assessment
- Principle:SeleniumHQ Selenium Test Execution Strategy
Implementations
- Implementation:Triton inference server Server SphinxDocConf
- Implementation:Apache Airflow Retag Docker Images
- Implementation:Scikit learn Scikit learn NumpyDocScrape
- Implementation:Treeverse LakeFS Java SDK Model Diff
- Implementation:Apache Spark Release Build Finalize
- Implementation:Lakeraai Pint benchmark Eval Function Callback
- Implementation:Microsoft Autogen CodeExecutorAgent
- Implementation:Hiyouga LLaMA Factory Model Loader
- Implementation:Openai Openai node Chat Completions Messages
- Implementation:Datajuicer Data juicer CorrelationAnalysis Analyze
Heuristics
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
Environments
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Sgl project Sglang Grafana
- Environment:Vllm project Vllm Distributed
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Bigscience workshop Petals CUDA Server