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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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|---|---|---|
| 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:HKUDS AI Trader Data Pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:MarketSquare Robotframework browser Library Development and Release
Principles
- Principle:Hiyouga LLaMA Factory Distributed Training
- Principle:Princeton nlp Tree of thought llm Result Validation
- Principle:Onnx Onnx Reference Inference
- Principle:Huggingface Diffusers Memory Optimization
- Principle:ARISE Initiative Robosuite Simulation Loop
- Principle:Spcl Graph of thoughts Thought Generation
- Principle:OpenHands OpenHands Solvability Analysis
- Principle:Alibaba ROLL SFT Validation
- Principle:Avdvg InjectGuard Evaluation And Metrics
- Principle:Open compass VLMEvalKit Model Registration
Implementations
- Implementation:Kubeflow Kubeflow Slack Working Group Engagement
- Implementation:Spcl Graph of thoughts Run Benchmark
- Implementation:Openai Openai python Response Error Model
- Implementation:Webdriverio Webdriverio Given When Then Functions
- Implementation:OpenGVLab InternVL M4C Evaluator
- Implementation:OpenRLHF OpenRLHF Ray init placement group
- Implementation:Speechbrain Speechbrain Prepare CommonLanguage LangId
- Implementation:Open compass VLMEvalKit MEGABench LaTeX Expr Equality
- Implementation:Scikit learn Scikit learn TargetEncoder
- Implementation:Datajuicer Data juicer SuffixFilter
Heuristics
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
Environments
- Environment:Predibase Lorax Docker Container Runtime
- Environment:BerriAI Litellm Observability Stack
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Apache Beam Java Build Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Apache Shardingsphere Java Runtime Environment