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:Lucidrains X transformers DPO Preference Alignment
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Langgenius Dify Plugin Management
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
Principles
- Principle:Mlc ai Mlc llm Chat Completion Interface
- Principle:ClickHouse ClickHouse Core Compiler Macros
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:Apache Dolphinscheduler Connection Parameter Definition
- Principle:CarperAI Trlx Hyperparameter Sweep
- Principle:Microsoft Playwright Execute API Requests
- Principle:Isaac sim IsaacGymEnvs ADR State Checkpointing
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Linear Layer
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Calling
- Principle:Ggml org Llama cpp Chat Model Initialization
Implementations
- Implementation:Datahub project Datahub S3Emitter
- Implementation:Microsoft Onnxruntime CPU TrainingConcat
- Implementation:Bentoml BentoML Serve Http Production
- Implementation:Apache Airflow Execute Workload
- Implementation:OpenHands OpenHands Accordion
- Implementation:Ucbepic Docetl Directive MapReduceFusion
- Implementation:Neuml Txtai PgSparse ANN
- Implementation:ARISE Initiative Robosuite USING INSTANCE RANDOMIZATION
- Implementation:Anthropics Anthropic sdk python BetaContentBlockParam
- Implementation:Ucbepic Docetl Directive ReduceChaining
Heuristics
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
Environments
- Environment:Sgl project Sglang Kubernetes
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Langgenius Dify Python Backend Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Microsoft Onnxruntime Windows Build Environment