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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:Apache Paimon Table Read Write
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:CARLA simulator Carla Sensor Data Collection
Principles
- Principle:Iamhankai Forest of Thought LLM Pipeline Loading
- Principle:NVIDIA NeMo Curator Connected Component Analysis
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:Sktime Pytorch forecasting DataLoader Creation
- Principle:Bitsandbytes foundation Bitsandbytes Lazy 4bit Quantization
- Principle:Cypress io Cypress Monorepo Build Orchestration
- Principle:EvolvingLMMs Lab Lmms eval Regression Testing Principle
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:Lucidrains X transformers Iterative Masked Generation
- Principle:Apache Paimon Batch Data Writing
Implementations
- Implementation:Ucbepic Docetl LanceDBRetriever
- Implementation:Online ml River Metrics Precision
- Implementation:Nautechsystems Nautilus trader Check Nautilus Conventions
- Implementation:Ucbepic Docetl APIKeysDialog
- Implementation:OpenHands OpenHands AuthTokenStore
- Implementation:OWASP Www project top 10 for large language model applications ResultsAnalyzer Compile Report
- Implementation:Sgl project Sglang Engine Generate
- Implementation:Isaac sim IsaacGymEnvs WandbAlgoObserver Logging
- Implementation:Volcengine Verl Datasets Load Dataset
- Implementation:Sktime Pytorch forecasting EncoderDecoderTimeSeriesDataModule
Heuristics
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
Environments
- Environment:Apache Airflow Development Contributor Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Neuml Txtai Python Core Environment
- Environment:Vllm project Vllm Python
- Environment:Sgl project Sglang Runtime
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Evidentlyai Evidently LLM Evaluation Environment