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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:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Mlflow Mlflow Experiment Tracking
Principles
- Principle:DataTalksClub Data engineering zoomcamp Dbt Source Declaration
- Principle:Tencent Ncnn Int8 Model Quantization
- Principle:Google research Deduplicate text datasets Dataset Serialization HF
- Principle:DistrictDataLabs Yellowbrick Decision Boundary Visualization
- Principle:Protectai Llm guard Output Scanner Factory Pattern
- Principle:Ollama Ollama GGUF Model Conversion DeepSeekOcr
- Principle:Eventual Inc Daft SQL Query Execution
- Principle:ClickHouse ClickHouse Strong IP Types
- Principle:Wandb Weave Dataset Preparation
- Principle:Togethercomputer Together python API Error Handling
Implementations
- Implementation:Microsoft Playwright Root Package Lock
- Implementation:Spotify Luigi CopyToTable Run
- Implementation:Scikit learn Scikit learn Make Column Selector
- Implementation:Bentoml BentoML GRPC Access Interceptor
- Implementation:DataExpert io Data engineer handbook Do player scd transformation
- Implementation:Elevenlabs Elevenlabs python SpeechToTextWordResponseModel
- Implementation:HKUDS AI Trader Get Daily Price Crypto
- Implementation:Interpretml Interpret Powerlift TaskMeasures
- Implementation:Intel Ipex llm IpexLLM From Model Id
- Implementation:Explodinggradients Ragas HeliconeSingleton Class
Heuristics
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
Environments
- Environment:Spotify Luigi Python Runtime
- Environment:Bigscience workshop Petals Python Transformers
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop