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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:Duckdb Duckdb Benchmark Execution
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
Principles
- Principle:Evidentlyai Evidently Project Configuration
- Principle:Interpretml Interpret EBM Prediction
- Principle:Langchain ai Langchain Chat Model Implementation
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:Triton inference server Server ORCA Load Reporting
- Principle:Ollama Ollama GGUF Model Conversion Phi3
- Principle:Openai Openai node Audio Transcription
- Principle:Datajuicer Data juicer Distributed Pipeline Execution
- Principle:Google deepmind Dm control Robot Configuration
- Principle:Zai org CogVideo Checkpointing and Validation
Implementations
- Implementation:Lance format Lance TakeBench
- Implementation:Ollama Ollama XTools Registry
- Implementation:Apache Airflow DagBag Loader
- Implementation:SeleniumHQ Selenium Closure Positioning
- Implementation:Anthropics Anthropic sdk python BaseModel
- Implementation:Vibrantlabsai Ragas Faithfulness
- Implementation:LaurentMazare Tch rs Policy Gradient
- Implementation:NVIDIA DALI TF Image Processing
- Implementation:OpenHands OpenHands Typography
- Implementation:ARISE Initiative Robosuite PickPlace Environment
Heuristics
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
Environments
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Apache Spark JDK Build Environment