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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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|---|---|---|
| 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:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Alibaba MNN Python Model Inference
Principles
- Principle:Langchain ai Langchain Package Configuration
- Principle:Apache Dolphinscheduler Frontend Build Configuration
- Principle:OpenGVLab InternVL Supervised Training Loop
- Principle:AUTOMATIC1111 Stable diffusion webui Weight interpolation methods
- Principle:Apache Airflow DAG Deployment
- Principle:Microsoft Semantic kernel Vector Store Data Model
- Principle:Openai Whisper Decoding Configuration
- Principle:PacktPublishing LLM Engineers Handbook Vector Similarity Search
- Principle:Pyro ppl Pyro Full Rank Variational Inference
- Principle:Promptfoo Promptfoo Quality Gate Enforcement
Implementations
- Implementation:Spcl Graph of thoughts GraphOfOperations
- Implementation:CARLA simulator Carla CMake Configure Build
- Implementation:Google deepmind Mujoco Filament Drawable
- Implementation:InternLM Lmdeploy GemmUniversalSm90
- Implementation:Onnx Onnx Tensor Class
- Implementation:Facebookresearch Audiocraft SEANet and RVQ
- Implementation:Facebookresearch Audiocraft Export Directory Convention
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryFolderResponseModel
- Implementation:NVIDIA DALI SSD Utils
- Implementation:Norrrrrrr lyn WAInjectBench load detector image
Heuristics
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
Environments
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Apache Spark Python Environment