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1,118
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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Browse by Category
| 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:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Apache Paimon Table Read Write
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Avhz RustQuant Model Calibration
Principles
- Principle:LMCache LMCache CacheBlend Performance Validation
- Principle:Triton inference server Server LLM Benchmarking
- Principle:Datahub project Datahub Metadata Sink Verification
- Principle:Google deepmind Mujoco Simulation Options Initialization
- Principle:Ollama Ollama GGUF Model Conversion Qwen3Vl
- Principle:Onnx Onnx Namespace Prefixing
- Principle:Online ml River Time Series Stream Loading
- Principle:Tencent Ncnn Keypoint Pose Estimation
- Principle:TobikoData Sqlmesh Macro And Jinja Translation
- Principle:FMInference FlexLLMGen Runtime Configuration Constants
Implementations
- Implementation:Scikit learn contrib Imbalanced learn InstanceHardnessThreshold
- Implementation:BerriAI Litellm Skills API
- Implementation:NVIDIA DALI NVML Utilities Header
- Implementation:Promptfoo Promptfoo Root Package Lock
- Implementation:Sail sg LongSpec Tree Verification Accept
- Implementation:Speechbrain Speechbrain Load Hyperpyyaml Enhancement
- Implementation:ClickHouse ClickHouse Unaligned
- Implementation:Datahub project Datahub Pipeline Create And Run
- Implementation:Webdriverio Webdriverio Node Utils
- Implementation:Bentoml BentoML GRPC Testing Utils
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
Environments
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Vllm project Vllm Buildkite
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Tensorflow Serving Python Client Environment
- Environment:Interpretml Interpret Python Core Environment