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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 Dbt Integration
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Openai Evals Running a single eval
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
Principles
- Principle:Openai Evals Eval Registration
- Principle:Langgenius Dify Indexing Progress Monitoring
- Principle:Recommenders team Recommenders ALS Matrix Factorization
- Principle:Kornia Kornia Geometric Verification
- Principle:Volcengine Verl Data Preparation For RL
- Principle:CrewAIInc CrewAI Crew Assembly
- Principle:CarperAI Trlx Reward Function Design
- Principle:Mlc ai Mlc llm MLC Configuration Generation
- Principle:Tensorflow Tfjs Sequence Preprocessing
- Principle:OWASP Www project top 10 for large language model applications Dependency Hash Pinning Verification
Implementations
- Implementation:CarperAI Trlx ILQL Generate
- Implementation:Huggingface Optimum Pipeline Factory
- Implementation:Lance format Lance CreateIndexBuilder
- Implementation:Ollama Ollama Llama Model GLM4
- Implementation:Huggingface Peft AdaLoraConfig
- Implementation:Hpcaitech ColossalAI RewardModel
- Implementation:Ollama Ollama MLXRunner Cache
- Implementation:HKUDS AI Trader Get Agent System Prompt
- Implementation:Google deepmind Mujoco Engine Name
- Implementation:Kornia Kornia Lovasz Hinge Loss
Heuristics
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
Environments
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Alibaba MNN Python Export Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Truera Trulens Streamlit Dashboard Environment