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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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| 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:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
Principles
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:Rapidsai Cuml Random Projection
- Principle:Lucidrains X transformers Transformer As MLP
- Principle:Mit han lab Llm awq Weight Clipping Optimization
- Principle:Anthropics Anthropic sdk python Output Schema Definition
- Principle:ArroyoSystems Arroyo Job State Machine
- Principle:Tensorflow Serving SavedModel Preparation
- Principle:CrewAIInc CrewAI Flow Execution And Visualization
- Principle:Huggingface Diffusers Conversion Script Selection
Implementations
- Implementation:Spotify Luigi LSFJobTask
- Implementation:Kornia Kornia Filter2D Filter3D
- Implementation:Predibase Lorax Merge Adapters Function
- Implementation:Apache Paimon ViewSchema
- Implementation:Lance format Lance LanceCrateRoot
- Implementation:Hpcaitech ColossalAI Trainer Base
- Implementation:Huggingface Datatrove WarcMediaReader
- Implementation:Langgenius Dify Format Utils
- Implementation:Recommenders team Recommenders NCF Init And Fit
- Implementation:PrefectHQ Prefect Prefect Yaml Schema
Heuristics
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Huggingface Trl Distributed Device Map Override
Environments
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Vllm project Vllm Environment Variables
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Ray project Ray Python Runtime Environment
- Environment:Openai Whisper FFmpeg
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment