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:Getgauge Taiko Gauge Integration Testing
- Workflow:Apache Paimon Table Read Write
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Dagster io Dagster Dbt Integration
Principles
- Principle:Deepspeedai DeepSpeed AutoTP Model Saving
- Principle:NVIDIA NeMo Curator Image Ingestion
- Principle:Risingwavelabs Risingwave CDC Source Database Preparation
- Principle:LaurentMazare Tch rs Vocabulary Management
- Principle:Tensorflow Tfjs Model Evaluation And Deployment
- Principle:Webdriverio Webdriverio iOS Automation
- Principle:Deepspeedai DeepSpeed Sequence Parallel Computation
- Principle:Treeverse LakeFS Branch Creation
- Principle:Online ml River Adaptive Random Forest
- Principle:Treeverse LakeFS API Authorization Specification
Implementations
- Implementation:Huggingface Transformers Save Pretrained
- Implementation:NVIDIA TransformerEngine Ops RMSNorm
- Implementation:Langgenius Dify Root Layout
- Implementation:Datajuicer Data juicer ImageCaptioningFromGPT4VMapper
- Implementation:Vespa engine Vespa Publish Artifacts Sh
- Implementation:Facebookresearch Habitat lab GuiPlacementHelper
- Implementation:CrewAIInc CrewAI Task Constructor
- Implementation:Fastai Fastbook Loss Functions
- Implementation:Treeverse LakeFS MkDocs Site Configuration
- Implementation:Pyro ppl Pyro MixedHMM Model
Heuristics
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
Environments
- Environment:Kserve Kserve Leader Worker Set
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Spotify Luigi Python Runtime
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Obss Sahi Python Image Processing