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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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|---|---|---|
| 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:CARLA simulator Carla Traffic Generation
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Huggingface Optimum Model Export
- Workflow:Apache Spark Release Process
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
Principles
- Principle:Online ml River Streaming Signal Processing
- Principle:LaurentMazare Tch rs Forward Pass Inference
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:Teamcapybara Capybara Element Finding
- Principle:OpenRLHF OpenRLHF Causal LM Actor Loading
- Principle:Langchain ai Langchain LLM Caching
- Principle:Nautechsystems Nautilus trader Backtest Data Injection
- Principle:Danijar Dreamerv3 Replay Buffer Setup
- Principle:Online ml River ODAC Clustering
- Principle:Facebookresearch Habitat lab Hierarchical Policy Assembly
Implementations
- Implementation:Explodinggradients Ragas DSPyOptimizer Class
- Implementation:FlagOpen FlagEmbedding BGE Coder CoIR Eval
- Implementation:Cleanlab Cleanlab Datalab Init
- Implementation:Openai Openai node Beta Threads Steps
- Implementation:CARLA simulator Carla Vehicle Set Autopilot
- Implementation:Open compass VLMEvalKit MIABench
- Implementation:Apache Druid TasksView
- Implementation:Sktime Pytorch forecasting MQF2 Utils
- Implementation:Explodinggradients Ragas ContextPrecision Metric
- Implementation:NVIDIA NeMo Curator UrlRemover
Heuristics
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
Environments
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment