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Principles
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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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|---|---|---|
| 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:Guardrails ai Guardrails Structured Data Generation
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Apache Beam Twister2 Batch Execution
Principles
- Principle:Farama Foundation Gymnasium Video Recording
- Principle:Lucidrains X transformers Preference Data Preparation
- Principle:DataTalksClub Data engineering zoomcamp Kafka Producer Pattern
- Principle:Promptfoo Promptfoo Documentation Site
- Principle:Langgenius Dify Component Testing
- Principle:Vespa engine Vespa CMake Configuration
- Principle:Online ml River Anomaly Scoring Interface
- Principle:Langchain ai Langgraph Task Composition
- Principle:Alibaba ROLL MCoreAdapter Distributed Initialization
- Principle:Webdriverio Webdriverio Session Cleanup
Implementations
- Implementation:Ollama Ollama Convert Llama Adapter
- Implementation:Triton inference server Server Ensemble Scheduling Schema
- Implementation:Interpretml Interpret TweedieDevianceRegressionObjective
- Implementation:Pytorch Serve Get Yaml Config
- Implementation:Open compass VLMEvalKit ImageYORNDataset
- Implementation:Scikit learn Scikit learn Cross Validate
- Implementation:BerriAI Litellm Passthrough Utils
- Implementation:Langgenius Dify Pipeline Graph Configuration
- Implementation:Allenai Open instruct Layer Init
- Implementation:BerriAI Litellm Agent Types
Heuristics
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
Environments
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Sgl project Sglang Web
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Duckdb Duckdb Extension Distribution Env