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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:Promptfoo Promptfoo LLM Evaluation
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:FlowiseAI Flowise Document Store Ingestion
Principles
- Principle:Huggingface Datatrove Unigram Log Probability Filtering
- Principle:Langgenius Dify React Context Pattern
- Principle:Protectai Modelscan Scan Report Generation
- Principle:Heibaiying BigData Notes Storm Parallelism Configuration
- Principle:OpenRLHF OpenRLHF Knowledge Distillation Training
- Principle:Microsoft Onnxruntime Model Conversion to ONNX
- Principle:Openai Openai agents python Computer Use
- Principle:Fastai Fastbook Tabular Data Loading
- Principle:Apache Kafka JMH Benchmark Execution
- Principle:Trailofbits Fickling Pickle Payload Injection
Implementations
- Implementation:Lucidrains X transformers XTransformer Init
- Implementation:Ollama Ollama Imagegen ZImage Transformer
- Implementation:Apache Flink AsyncSinkBaseBuilder Build
- Implementation:Microsoft Onnxruntime CUDA AdamW
- Implementation:Langchain ai Langgraph Command Resume
- Implementation:Fastai Fastbook Training Loop Manual
- Implementation:Arize ai Phoenix Docs Site Config
- Implementation:Elevenlabs Elevenlabs python Audio File Pattern
- Implementation:Langchain ai Langchain Chroma Constructor
- Implementation:Microsoft Onnxruntime CUDA Adasum
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
Environments
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Apache Spark Release Build Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Nautechsystems Nautilus trader Binance API Credentials