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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:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Predibase Lorax Server Deployment
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Apache Paimon Table Read Write
- Workflow:Microsoft Playwright Trace recording and debugging
Principles
- Principle:MaterializeInc Materialize Check Lifecycle
- Principle:Avdvg InjectGuard Evaluation And Metrics
- Principle:OpenGVLab InternVL Preference Data Construction
- Principle:NVIDIA DALI CUDA Kernel Implementation
- Principle:Microsoft DeepSpeedExamples Multimodal Model Composition
- Principle:Google research Deduplicate text datasets TFDS Deduplication Application
- Principle:Ollama Ollama Blob Transfer
- Principle:PacktPublishing LLM Engineers Handbook Model Merging And Publishing
- Principle:Tensorflow Serving TFRT Model Management
- Principle:ARISE Initiative Robosuite Joint Velocity Control
Implementations
- Implementation:Microsoft Playwright LocalUtilsDispatcher
- Implementation:Neuml Txtai ONNX Model
- Implementation:Microsoft Playwright Dom
- Implementation:Google deepmind Mujoco WASM Bindings
- Implementation:DistrictDataLabs Yellowbrick Download CLI
- Implementation:Ucbepic Docetl Dataset Medical Transcripts
- Implementation:Apache Flink SplitsChange
- Implementation:Marker Inc Korea AutoRAG Extract Best Config
- Implementation:Hpcaitech ColossalAI DocumentLoader
- Implementation:Ggml org Llama cpp RPC Server
Heuristics
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
Environments
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Kserve Kserve Leader Worker Set