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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:LaurentMazare Tch rs Transfer Learning
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Onnx Onnx Model Creation
- Workflow:BerriAI Litellm Response Caching
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
Principles
- Principle:Volcengine Verl GAE Advantage Estimation
- Principle:Kserve Kserve Prediction Protocol
- Principle:Openai Whisper Model Loading
- Principle:Langgenius Dify OAuthCallbackHandling
- Principle:BerriAI Litellm Cache Lookup
- Principle:OpenHands OpenHands Compensating Transaction
- Principle:EvolvingLMMs Lab Lmms eval Metric Aggregation
- Principle:Apache Flink Bucket Assignment
- Principle:Apache Shardingsphere Shadow Algorithm Evaluation
- Principle:FlowiseAI Flowise Node Registry Loading
Implementations
- Implementation:Groq Groq python SDK Sentinel and Request Types
- Implementation:Deepspeedai DeepSpeed Evoformer Epilogue Pipelined
- Implementation:Apache Airflow Timetable Protocol
- Implementation:Mit han lab Llm awq Make quant attn
- Implementation:ARISE Initiative Robosuite GripperModel Base
- Implementation:InternLM Lmdeploy Gemm CpAsync
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Generator Data
- Implementation:Microsoft Onnxruntime CPU GradientControl
- Implementation:Google deepmind Mujoco Filament Object Manager
- Implementation:ClickHouse ClickHouse Poco NetworkInterface Impl
Heuristics
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
Environments
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Apache Airflow Docker Container Environment
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies