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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:Allenai Open instruct SFT Finetuning
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Bentoml BentoML Model Store Management
Principles
- Principle:Langchain ai Langgraph Managed Value System
- Principle:Huggingface Diffusers Prior Preservation
- Principle:Bigscience workshop Petals Health Monitoring
- Principle:Mlflow Mlflow Predict Function Definition
- Principle:Intel Ipex llm KV Cache Eviction
- Principle:Farama Foundation Gymnasium Custom Environment Implementation
- Principle:TobikoData Sqlmesh Dbt Full Conversion
- Principle:CarperAI Trlx Grounded Program Synthesis
- Principle:Deepset ai Haystack Retrieval MRR Evaluation
- Principle:Apache Spark Dependency Pinning
Implementations
- Implementation:Microsoft Playwright Comparators
- Implementation:Turboderp org Exllamav2 RoPE
- Implementation:Huggingface Datasets Split Dataset By Node
- Implementation:CARLA simulator Carla WalkerManager
- Implementation:Mlflow Mlflow Docs Package Lock
- Implementation:Langfuse Langfuse ClickHouse Query Fragments
- Implementation:Unstructured IO Unstructured Golden File Fixtures Collaboration
- Implementation:Microsoft Onnxruntime CUDA BiasGeluGrad
- Implementation:Infiniflow Ragflow RAGFlowAvatar Component
- Implementation:Googleapis Python genai FunctionDeclaration And Tool
Heuristics
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
Environments
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Shiyu coder Kronos Qlib Data Environment