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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
Principles
- Principle:Lucidrains X transformers Hybrid Discrete Continuous Tokens
- Principle:SeldonIO Seldon core Model Readiness Verification
- Principle:Apache Kafka JMH Benchmark Execution
- Principle:Promptfoo Promptfoo CI Notification
- Principle:Datajuicer Data juicer Operator Instantiation
- Principle:Helicone Helicone Response Usage Extraction
- Principle:FlagOpen FlagEmbedding LLM Reranker Training
- Principle:Scikit learn Scikit learn Linear Regression
- Principle:Google deepmind Mujoco Parallel Constraint Solving
- Principle:FlagOpen FlagEmbedding LLM Representation Learning
Implementations
- Implementation:HKUDS AI Trader Ainvoke With Retry
- Implementation:HKUDS AI Trader MCPServiceManager Start All Services
- Implementation:Huggingface Datasets DeleteFromHubCommand
- Implementation:Ggml org Llama cpp Preset
- Implementation:NVIDIA NeMo Aligner RM Get Loss And Metrics
- Implementation:Vllm project Vllm Logprobs
- Implementation:Openclaw Openclaw AgentsListCommand
- Implementation:Axolotl ai cloud Axolotl Merge Fsdp Weights
- Implementation:Datajuicer Data juicer ExtractEventMapper
- Implementation:Ucbepic Docetl Directive ClarifyInstructions
Heuristics
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
Environments
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Togethercomputer Together python API Credentials
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Kserve Kserve Leader Worker Set
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Google research Deduplicate text datasets Python TFDS Environment