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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:Ollama Ollama Model Pull And Run
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
Principles
- Principle:Ggml org Ggml Quantization API
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:Neuml Txtai Prompt Engineering
- Principle:Heibaiying BigData Notes Kafka Consumer Configuration
- Principle:ContextualAI HALOs Environment Setup
- Principle:Online ml River Streaming Adjusted Rand
- Principle:Arize ai Phoenix Prompt Creation
- Principle:Apache Flink Rolling Policy
- Principle:Princeton nlp Tree of thought llm Thought Evaluation
- Principle:Roboflow Rf detr ONNX Runtime Validation
Implementations
- Implementation:Lance format Lance JNI FileReader
- Implementation:Kserve Kserve ClusterStorageContainer CRD
- Implementation:CARLA simulator Carla ObjectLabel
- Implementation:Farama Foundation Gymnasium Env Step Reset
- Implementation:Open compass VLMEvalKit bailingMMWrapper
- Implementation:Apache Paimon BTreeIndexReader
- Implementation:Scikit learn Scikit learn KernelPCA
- Implementation:Getgauge Taiko DomHandler
- Implementation:BerriAI Litellm Vector Store File Types
- Implementation:Lance format Lance Java RewriteOp
Heuristics
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
Environments
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:Apache Spark Release Build Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Unslothai Unsloth Python Transformers
- Environment:Farama Foundation Gymnasium Box2D Physics Backend