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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:Sdv dev SDV Constrained synthesis
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:Lakeraai Pint benchmark Dataset Preparation
- Principle:ArroyoSystems Arroyo Schema Definition
- Principle:Risingwavelabs Risingwave Batch Query Serving
- Principle:Apache Flink Element Conversion
- Principle:Alibaba ROLL RLVR Configuration
- Principle:Huggingface Datasets Dataset Metadata Inspection
- Principle:Groq Groq python File Upload
- Principle:SeleniumHQ Selenium Git Branching Strategy
- Principle:Ggml org Ggml RAII Resource Management
- Principle:HKUDS AI Trader Price Data Fetching
Implementations
- Implementation:NVIDIA NeMo Curator ParquetWriter
- Implementation:Haotian liu LLaVA Controller Class
- Implementation:Facebookresearch Habitat lab IL Metrics
- Implementation:Hiyouga LLaMA Factory VLLM Engine
- Implementation:Hiyouga LLaMA Factory Multimodal Plugin
- Implementation:Kornia Kornia Lovasz Softmax Loss
- Implementation:Datajuicer Data juicer VideoMotionScoreFilter
- Implementation:Pyro ppl Pyro ClippedAdam Optimizer
- Implementation:NVIDIA NeMo Aligner Hydra Config Loading
- Implementation:Intel Ipex llm NPU Multimodal MiniCPM
Heuristics
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
Environments
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Neuml Txtai Python Core Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Unslothai Unsloth Python Transformers
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Roboflow Rf detr ONNX Export Environment