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:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Trailofbits Fickling PyTorch Payload Injection
Principles
- Principle:Truera Trulens Feedback Display Formatting
- Principle:Deepseek ai Janus Noise Initialization
- Principle:Tensorflow Tfjs Graph Model Inference
- Principle:Tensorflow Tfjs Graph Execution
- Principle:Langgenius Dify Workflow Execution Monitoring
- Principle:Testtimescaling Testtimescaling github io Badge Data Generation
- Principle:ThreeSR Awesome Inference Time Scaling Paper Detail Retrieval
- Principle:Mlfoundations Open flamingo Distributed Result Aggregation
- Principle:FlowiseAI Flowise Document Store Creation
- Principle:Openai CLIP Top K Accuracy Evaluation
Implementations
- Implementation:FlagOpen FlagEmbedding EvalReranker Call
- Implementation:Treeverse LakeFS Java SDK Model IcebergRemoteTable
- Implementation:Pyro ppl Pyro Pyro Distributions
- Implementation:Explodinggradients Ragas LocalCSVBackend Class
- Implementation:Triton inference server Server Ensemble Scheduling Schema
- Implementation:Kserve Kserve ServingRuntime CRD
- Implementation:Zai org CogVideo DDIM Export Latents To Video
- Implementation:Deepspeedai DeepSpeed Real Accelerator
- Implementation:Elevenlabs Elevenlabs python PromptAgentApiModelInput
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuning Utils
Heuristics
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
Environments
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Google deepmind Mujoco C Build Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment