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:Guardrails ai Guardrails Streaming Validation
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Openai CLIP Linear probe evaluation
Principles
- Principle:LaurentMazare Tch rs Feature Extraction
- Principle:Helicone Helicone Application Services
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:FMInference FlexLLMGen Checkpoint Format Abstraction
- Principle:Triton inference server Server Cloud Integration Testing
- Principle:Volcengine Verl Policy Loss Optimization
- Principle:Ggml org Llama cpp Jinja Template Engine
- Principle:Kserve Kserve Gateway Inference Extension
- Principle:ARISE Initiative Robomimic Dataset Size Filtering
- Principle:AUTOMATIC1111 Stable diffusion webui Progress Reporting
Implementations
- Implementation:Scikit learn contrib Imbalanced learn geometric mean score
- Implementation:Apache Dolphinscheduler UI Dependency Lockfile
- Implementation:Pyro ppl Pyro InclinedPlane
- Implementation:Arize ai Phoenix Create Evaluator Decorator
- Implementation:LLMBook zh LLMBook zh github io LlamaRewardModel
- Implementation:CARLA simulator Carla WalkerAIController Class
- Implementation:FMInference FlexLLMGen Read Data
- Implementation:NVIDIA TransformerEngine Ops Bias
- Implementation:Lance format Lance Java StorageOptionsProvider
- Implementation:BerriAI Litellm Mock Client Factory
Heuristics
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
Environments
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Getgauge Taiko Docker Container
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Dagster io Dagster PostgreSQL Storage