Main Page
27,667
Total Pages
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Puppeteer Puppeteer PDF Generation
Principles
- Principle:Getgauge Taiko Specialized Input Controls
- Principle:Microsoft DeepSpeedExamples Vision Encoder Extraction
- Principle:Dagster io Dagster Dbt Project Integration
- Principle:Mage ai Mage ai Paginated SQL Extraction
- Principle:Norrrrrrr lyn WAInjectBench Image Dataset Format
- Principle:Elevenlabs Elevenlabs python Voice Selection
- Principle:Confident ai Deepeval Retriever Span Enrichment
- Principle:Tensorflow Serving REST Inference Execution
- Principle:Infiniflow Ragflow Agent Deployment
- Principle:CrewAIInc CrewAI Hierarchical Crew Assembly
Implementations
- Implementation:Nightwatchjs Nightwatch Element Global API
- Implementation:Spotify Luigi Luigi Build Run
- Implementation:InternLM Lmdeploy KvCacheUtils
- Implementation:InternLM Lmdeploy ModelExecutor
- Implementation:Ggml org Ggml Ggml gallocr alloc graph
- Implementation:NVIDIA TransformerEngine Ops AllGather
- Implementation:Scikit learn Scikit learn OneVsRestClassifier
- Implementation:Bentoml BentoML SyncHTTPClient For Cloud
- Implementation:Avhz RustQuant SABR Model
- Implementation:ARISE Initiative Robosuite LegBaseModel
Heuristics
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Arize ai Phoenix Environment Variable Precedence
Environments
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Apache Spark Python Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Eric mitchell Direct preference optimization Python Dependencies