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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:Microsoft Onnxruntime Nodejs Inference
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
Principles
- Principle:Onnx Onnx Graph Assembly
- Principle:TA Lib Ta lib python Abstract Data Input
- Principle:Tensorflow Serving Hashmap Servable
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
- Principle:DevExpress Testcafe Headless Browser Configuration
- Principle:Spotify Luigi Database Load Verification
- Principle:Apache Flink Source Switching
- Principle:Pola rs Polars Multi Format Data Reading
- Principle:Spotify Luigi External Data Sources
- Principle:Hiyouga LLaMA Factory FP8 Mixed Precision
Implementations
- Implementation:Online ml River Time Series HoltWinters
- Implementation:Online ml River Cluster DBSTREAM
- Implementation:Kornia Kornia Distance Transform
- Implementation:Langchain ai Langgraph PregelProtocol
- Implementation:Astronomer Astronomer cosmos DbtTaskGroup Init
- Implementation:TobikoData Sqlmesh EdgeWithGradient
- Implementation:TobikoData Sqlmesh API Plan
- Implementation:Predibase Lorax BGMV Expand Slice Kernel
- Implementation:MaterializeInc Materialize Annotate Logged Errors
- Implementation:Haosulab ManiSkill Link
Heuristics
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
Environments
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Huggingface Trl Quantization Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Trailofbits Fickling PyTorch
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Neuml Txtai GPU Accelerator Detection