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:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
Principles
- Principle:Langgenius Dify React Query Pattern
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
- Principle:Protectai Modelscan Scan Configuration
- Principle:NVIDIA NeMo Aligner SPIN Self Play Training
- Principle:Interpretml Interpret Rule Based Classification
- Principle:Langgenius Dify Single Node Testing
- Principle:DataTalksClub Data engineering zoomcamp Dataset Unification
- Principle:LaurentMazare Tch rs PyTorch Binding Code Generation
- Principle:Ggml org Llama cpp Chat Model Initialization
- Principle:Mlc ai Mlc llm Chat Completion Interface
Implementations
- Implementation:Astronomer Astronomer cosmos Graph Entities
- Implementation:Pyro ppl Pyro PackedTensor
- Implementation:SeldonIO Seldon core Seldon Model CRD Explainer
- Implementation:Huggingface Diffusers LoRA Dataset Pipeline
- Implementation:PrefectHQ Prefect UI V2 Package Lock
- Implementation:ArroyoSystems Arroyo Example Query Card
- Implementation:Openclaw Openclaw DmPolicySchema
- Implementation:Onnx Onnx Data Propagators
- Implementation:Farama Foundation Gymnasium DictInfoToList
- Implementation:Astronomer Astronomer cosmos Watcher Kubernetes Operators
Heuristics
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
Environments
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Microsoft Onnxruntime Python Inference Environment