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:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Apache Flink Stream File Compaction
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:BerriAI Litellm Observability Integration
Principles
- Principle:Ggml org Llama cpp Server Build
- Principle:Snorkel team Snorkel Augmented Data Combination
- Principle:Pytorch Serve Model Archiving
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:ARISE Initiative Robosuite Lighting Randomization
- Principle:Isaac sim IsaacGymEnvs Asymmetric Actor Critic
- Principle:Arize ai Phoenix Prompt Creation
- Principle:ARISE Initiative Robosuite Robot Variant Composition
- Principle:Huggingface Datasets Deterministic Serialization
- Principle:Ray project Ray Named Actor Retrieval
Implementations
- Implementation:Deepseek ai Janus Noise Initialization
- Implementation:Microsoft Semantic kernel AddOpenAIChatClient
- Implementation:Helicone Helicone Database Types
- Implementation:Google deepmind Mujoco Engine IO Header
- Implementation:Risingwavelabs Risingwave CdcEngine Interface
- Implementation:Mlc ai Mlc llm Preshard
- Implementation:Haosulab ManiSkill RoboCasaCounter
- Implementation:Microsoft Playwright Electron
- Implementation:Openai Evals SnowflakeConnection
- Implementation:Microsoft LoRA Run CLM
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Alibaba ROLL Diffusion Video Environment