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1,118
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:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Huggingface Trl GRPO Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
Principles
- Principle:Eventual Inc Daft Table Creation
- Principle:Apache Hudi Clustering Execution
- Principle:Datajuicer Data juicer Partition Size Optimization
- Principle:Ggml org Llama cpp Multimodal Projector Loading
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
- Principle:LaurentMazare Tch rs Rotary Position Embedding
- Principle:Nautechsystems Nautilus trader Backtest Engine Configuration
- Principle:LaurentMazare Tch rs Generated FFI Bindings
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:SeleniumHQ Selenium Grid Deployment Topology
Implementations
- Implementation:Risingwavelabs Risingwave Docker Compose Lakekeeper
- Implementation:Langchain ai Langgraph ValidationNode
- Implementation:Treeverse LakeFS Commit With Hooks
- Implementation:Helicone Helicone Perform Edit Prompt
- Implementation:CARLA simulator Carla LaneSection
- Implementation:Arize ai Phoenix OpenAPI Spec Docs
- Implementation:Kubeflow Kubeflow KFP SDK Pipeline Definition
- Implementation:NVIDIA DALI FITS Parser
- Implementation:Kornia Kornia Histogram
- Implementation:Huggingface Diffusers PeftAdapterMixin Add Adapter
Heuristics
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Lance format Lance Warning Deprecated Java APIs
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Datahub project Datahub Frontend Build
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Lucidrains X transformers Python Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment