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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:Truera Trulens RAG With Guardrails
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:DevExpress Testcafe CI Integration
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:Helicone Helicone Dashboard Visualization
- Principle:Helicone Helicone Request Parsing
- Principle:Pyro ppl Pyro Stochastic Optimization
- Principle:Pyro ppl Pyro Combinatorial Distributions
- Principle:Ggml org Llama cpp User Input Handling
- Principle:Protectai Llm guard API Application Factory
- Principle:Huggingface Datasets Sequence Feature Handling
- Principle:Langgenius Dify DDD Architecture
- Principle:Obss Sahi COCO Evaluation
- Principle:Guardrails ai Guardrails Hub Submission
Implementations
- Implementation:Treeverse LakeFS ImportStatus
- Implementation:Unslothai Unsloth Push To Hub Merged
- Implementation:Apache Druid SchemaColumnList
- Implementation:Open compass VLMEvalKit M4Bench
- Implementation:Webdriverio Webdriverio Pnpm Lock
- Implementation:Facebookresearch Habitat lab WindowedRunningMean
- Implementation:NVIDIA TransformerEngine Ops Fused Forward Linear Scale Add
- Implementation:Farama Foundation Gymnasium PendulumEnv
- Implementation:Datahub project Datahub HdfsPlatform
- Implementation:Protectai Llm guard Input Regex
Heuristics
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
Environments
- Environment:Apache Kafka Docker Build Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Getgauge Taiko Docker Container
- Environment:Unstructured IO Unstructured All Docs
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime