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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:Dagster io Dagster ETL Pipeline
- Workflow:Apache Flink File Source Pipeline
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
Principles
- Principle:Fastai Fastbook Text Data Preparation
- Principle:NVIDIA DALI Plugin Loading
- Principle:Elevenlabs Elevenlabs python Audio Interface
- Principle:Mit han lab Llm awq Multimodal Model Configuration
- Principle:Apache Paimon Distributed Write via Ray
- Principle:Princeton nlp SimPO Configuration Parsing
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Architecture
- Principle:Infiniflow Ragflow Retrieval Configuration
- Principle:Pytorch Serve vLLM Inference
- Principle:Infiniflow Ragflow Environment Configuration
Implementations
- Implementation:Hpcaitech ColossalAI RLVRRewardModel
- Implementation:Facebookresearch Habitat lab EqaDataset
- Implementation:Open compass VLMEvalKit Spotting Eval Script
- Implementation:TobikoData Sqlmesh Theme Context
- Implementation:Kserve Kserve InferenceRouterType Enum
- Implementation:Openclaw Openclaw ResolveChannelGroupRequireMention
- Implementation:Interpretml Interpret Measure Interactions
- Implementation:SeleniumHQ Selenium Closure Iter
- Implementation:NVIDIA TransformerEngine Vectorized Pointwise
- Implementation:CARLA simulator Carla VehiclePIDController Run Step
Heuristics
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
Environments
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies