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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:Protectai Modelscan CLI Model Scanning
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Openai Openai python Chat Completion
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
Principles
- Principle:Scikit learn contrib Imbalanced learn Balanced Batch Generation
- Principle:Alibaba ROLL RLVR Dataset Preparation
- Principle:Langgenius Dify ModelManagement
- Principle:Evidentlyai Evidently Dataset Creation
- Principle:ChenghaoMou Text dedup Dataset Loading
- Principle:Promptfoo Promptfoo Interactive Project Setup
- Principle:Duckdb Duckdb Package Validation
- Principle:Openai Openai agents python Documentation Build Pipeline
- Principle:Gretelai Gretel synthetics Synthetic Text Generation
- Principle:Cohere ai Cohere python Vector Similarity Search
Implementations
- Implementation:Predibase Lorax AWQ Conversion Utils
- Implementation:Scikit learn contrib Imbalanced learn fetch datasets
- Implementation:Lm sys FastChat Vision Image
- Implementation:Google deepmind Mujoco Filament ImGui Editor
- Implementation:InternLM Lmdeploy VisionConfig
- Implementation:Tencent Ncnn Mat From Pixels Resize
- Implementation:Deepspeedai DeepSpeed TPTrainingConfig Init
- Implementation:Apache Paimon FormatPyarrowReader
- Implementation:Sgl project Sglang CPU GEMM FP8
- Implementation:Alibaba ROLL Merge LoRA Into State Dict
Heuristics
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
Environments
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Arize ai Phoenix LLM Provider SDKs