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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:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:MaterializeInc Materialize Release Process
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Apache Dolphinscheduler RPC Service Communication
Principles
- Principle:Pytorch Serve Streaming Inference
- Principle:Apache Spark Dependency Bundling
- Principle:MaterializeInc Materialize Catalog Exploration
- Principle:Elevenlabs Elevenlabs python Realtime Speech to Text
- Principle:Deepset ai Haystack Evaluation Pipeline Execution
- Principle:Nautechsystems Nautilus trader Strategy Lifecycle
- Principle:Huggingface Datasets Work Sharding
- Principle:Ggml org Llama cpp Training
- Principle:ClickHouse ClickHouse HTTP Authentication
- Principle:Online ml River SNARIMAX Forecasting
Implementations
- Implementation:Apache Hudi Run Spark Hudi Script
- Implementation:Huggingface Transformers BenchmarkConfig
- Implementation:Scikit learn Scikit learn MutualInfoClassif
- Implementation:BerriAI Litellm Braintrust Logger
- Implementation:Google deepmind Mujoco Engine Name
- Implementation:Avhz RustQuant Forward Start Backend
- Implementation:TobikoData Sqlmesh Common Utils
- Implementation:Huggingface Transformers Trainer Evaluate
- Implementation:Mage ai Mage ai Tableau Client
- Implementation:Recommenders team Recommenders DeepRec Iterator
Heuristics
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
Environments
- Environment:Huggingface Diffusers Attention Backends
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Apache Flink Java Build Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Trailofbits Fickling Python Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack