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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:Bentoml BentoML Service Definition And Local Serving
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Iterative Dvc Plot Visualization
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Triton inference server Server Custom Container Build
Principles
- Principle:Spotify Luigi NoSQL Data Targets
- Principle:Deepset ai Haystack Document Data Model
- Principle:Huggingface Trl DPO Policy Model Loading
- Principle:Hpcaitech ColossalAI Document Loading
- Principle:TobikoData Sqlmesh Dbt Model Discovery And Mapping
- Principle:Scikit learn Scikit learn Partial Dependence Analysis
- Principle:Marker Inc Korea AutoRAG Evaluator Initialization
- Principle:Togethercomputer Together python API Error Handling
- Principle:Zai org CogVideo I2V Pipeline Loading
- Principle:Kserve Kserve Controller Deployment
Implementations
- Implementation:Ollama Ollama Llama Adapter
- Implementation:Microsoft Playwright Server Android
- Implementation:Google research Deduplicate text datasets Finish Single File
- Implementation:Apache Paimon PushDownUtils
- Implementation:Promptfoo Promptfoo Exit Code Logic
- Implementation:Huggingface Diffusers Convert Checkpoint To Diffusers
- Implementation:Anthropics Anthropic sdk python Messages Stream
- Implementation:Speechbrain Speechbrain GigaSpeech Dataset Root
- Implementation:Ggml org Ggml Virtgpu command stream
- Implementation:Deepspeedai DeepSpeed SHM Allreduce
Heuristics
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Obss Sahi Auto Slice Resolution
Environments
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Cypress io Cypress Browser Requirements
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Openai CLIP Python Dependencies