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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 Semantic kernel Kernel Setup And Chat Completion
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Onnx Onnx Version Conversion
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
Principles
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:Online ml River Probabilistic Data Structures
- Principle:NVIDIA NeMo Curator Scene Detection and Clipping
- Principle:Huggingface Datatrove Statistics Merging
- Principle:PacktPublishing LLM Engineers Handbook Quantized Model Loading
- Principle:PrefectHQ Prefect Human Approval Gate
- Principle:Apache Airflow Task Communication
- Principle:MarketSquare Robotframework browser Keyword Method Implementation
- Principle:Heibaiying BigData Notes Flink Streaming Environment
- Principle:Langgenius Dify Documentation Localization
Implementations
- Implementation:Google deepmind Dm control Suite LQR
- Implementation:Ucbepic Docetl UseDatasetUpload
- Implementation:Neuml Txtai RAG Call
- Implementation:LLMBook zh LLMBook zh github io PTDataset
- Implementation:Huggingface Datatrove MinhashDedupFilter
- Implementation:Hiyouga LLaMA Factory DPO Workflow
- Implementation:Elevenlabs Elevenlabs python WidgetConfigResponse
- Implementation:Volcengine Verl Multimodal Rollout Request
- Implementation:Langchain ai Langgraph Error Classes
- Implementation:Apache Druid TimezoneMenuItems
Heuristics
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
Environments
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Sgl project Sglang Triton
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Vespa engine Vespa FNET Transport Config