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:Getgauge Taiko Gauge Integration Testing
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Helicone Helicone LLM Request Proxy Logging
Principles
- Principle:Apache Shardingsphere Hint Based Routing
- Principle:CARLA simulator Carla Simulation Replay
- Principle:Online ml River CluStream Clustering
- Principle:Helicone Helicone Cross Provider Transform
- Principle:Microsoft DeepSpeedExamples Baseline PyTorch Training
- Principle:Risingwavelabs Risingwave Docker Cluster Deployment
- Principle:CrewAIInc CrewAI Manager Agent Configuration
- Principle:Fede1024 Rust rdkafka Topic Subscription And Consumption
- Principle:OpenGVLab InternVL Prefix LM Conversion
- Principle:LaurentMazare Tch rs Generated Tensor Operations
Implementations
- Implementation:Tensorflow Serving Class Registration
- Implementation:Open compass VLMEvalKit CWWrapper
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Common
- Implementation:Deepspeedai DeepSpeed Custom CUDA Layers
- Implementation:Langgenius Dify BlockEnum Node Types
- Implementation:Apache Flink HybridSourceReader PollNext
- Implementation:Infiniflow Ragflow QueryBase
- Implementation:Facebookresearch Habitat lab Datasets download rearrangement
- Implementation:NVIDIA NeMo Curator Modify Module
- Implementation:Ggml org Ggml Ggml init
Heuristics
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Dagster io Dagster Record Over Dataclass
Environments
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Snorkel team Snorkel PyTorch