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:Cypress io Cypress Component Test Execution
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Microsoft Playwright API testing
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Apache Hudi Docker Demo Setup
Principles
- Principle:Protectai Llm guard Refusal Detection
- Principle:Romsto Speculative Decoding Logits Processing
- Principle:Unslothai Unsloth Hub Upload
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:Spcl Graph of thoughts Local LLM Inference
- Principle:Zai org CogVideo Frame Interpolation
- Principle:Neuml Txtai Numeric Vector Search
- Principle:Snorkel team Snorkel Multitask Model Training
- Principle:Haosulab ManiSkill GPU Parallelized Rollout
- Principle:Langchain ai Langchain LLM Caching
Implementations
- Implementation:ClickHouse ClickHouse Musl Atomic
- Implementation:Spotify Luigi SparkSubmitTask PySparkTask
- Implementation:Open compass VLMEvalKit WeMM
- Implementation:Iterative Dvc Push Fetch
- Implementation:DataTalksClub Data engineering zoomcamp Java JsonProducer
- Implementation:NVIDIA NeMo Aligner Reward Model Class Registry
- Implementation:Online ml River Anomaly HalfSpaceTrees
- Implementation:Avdvg InjectGuard CSVLoader Load
- Implementation:Confident ai Deepeval Deepeval Login CLI
- Implementation:Pytorch Serve Model Manifest
Heuristics
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
Environments
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Sgl project Sglang Runtime
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Vllm project Vllm ROCm
- Environment:Protectai Modelscan H5py Optional
- Environment:Googleapis Python genai Vertex AI Service Account