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:Huggingface Open r1 SFT Distillation
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
Principles
- Principle:Microsoft Playwright Verify Network Interactions
- Principle:Confident ai Deepeval Step Efficiency Evaluation
- Principle:Online ml River Hoeffding Tree Classification
- Principle:Triton inference server Server Health Check API
- Principle:Vespa engine Vespa Stemming
- Principle:Run llama Llama index Embedding Finetune Configuration
- Principle:Getgauge Taiko File Attachment
- Principle:OpenGVLab InternVL Conversation Template System
- Principle:EvolvingLMMs Lab Lmms eval YAML Task Configuration
- Principle:Eventual Inc Daft Arrow FFI Compatibility
Implementations
- Implementation:Haosulab ManiSkill UnitreeG1UpperBody
- Implementation:Huggingface Transformers Fetch Hub Objects For CI
- Implementation:Langchain ai Langgraph CLI Config Schema V0
- Implementation:Astronomer Astronomer cosmos DbtGraph Load And Build
- Implementation:Microsoft Onnxruntime OnnxMap
- Implementation:Online ml River Tree Splitter Histogram
- Implementation:Confident ai Deepeval EvaluationDataset
- Implementation:Sdv dev SDV BaseMultiTableSynthesizer Sample
- Implementation:DevExpress Testcafe Assertions TypeDefs
- Implementation:Apache Airflow Stats Singleton
Heuristics
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
Environments
- Environment:Sgl project Sglang Grafana
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Vllm project Vllm Python
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Lance format Lance SIMD And Platform Requirements