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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:Kubeflow Kubeflow Platform Deployment
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Neuml Txtai API Deployment
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Apache Flink Hybrid Source Switching
Principles
- Principle:DistrictDataLabs Yellowbrick Missing Data Visualization
- Principle:Huggingface Transformers Input Preprocessing
- Principle:Webdriverio Webdriverio Reporter Pattern
- Principle:Deepspeedai DeepSpeed PPO Policy Update
- Principle:Tensorflow Tfjs Layer Freezing
- Principle:Ggml org Ggml Quantization API
- Principle:Tencent Ncnn Detection Visualization
- Principle:Apache Dolphinscheduler Frontend Build Toolchain
- Principle:FMInference FlexLLMGen Model Configuration Resolution
- Principle:Onnx Onnx Model Building
Implementations
- Implementation:Iterative Dvc Database
- Implementation:Groq Groq python ChatCompletionMessageParam
- Implementation:Openai Evals SnowflakeConnection
- Implementation:Online ml River Compose Renamer
- Implementation:Intel Ipex llm IpexLLMBgeEmbeddings And Chroma
- Implementation:Speechbrain Speechbrain S2SWhisperBeamSearcher
- Implementation:CrewAIInc CrewAI Crew Training Config
- Implementation:NVIDIA TransformerEngine Ops RMSNorm
- Implementation:PeterL1n BackgroundMattingV2 Camera
- Implementation:Open compass VLMEvalKit MMHelix Sokoban Eval
Heuristics
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
Environments
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:HKUDS AI Trader MCP Services
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Openai Openai python Azure OpenAI
- Environment:BerriAI Litellm Docker Deployment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Vespa engine Vespa FNET Transport Config