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:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
Principles
- Principle:Elevenlabs Elevenlabs python Voice Selection
- Principle:CARLA simulator Carla Simulator Packaging
- Principle:Webdriverio Webdriverio W3CProtocolCompliance
- Principle:Apache Flink Two Phase Commit Preparation
- Principle:Apache Flink Source Switching
- Principle:Iterative Dvc Cache Transfer
- Principle:Ray project Ray Actor Termination
- Principle:Langgenius Dify SecurityValidation
- Principle:FlagOpen FlagEmbedding RetroMAE Pretraining
- Principle:FMInference FlexLLMGen BFloat16 Mixed Precision Optimization
Implementations
- Implementation:Liu00222 Open Prompt Injection DataSentinelDetector preprocessing
- Implementation:NVIDIA TransformerEngine PyTorch Baseline Model
- Implementation:Microsoft Onnxruntime PlotMetadata
- Implementation:Recommenders team Recommenders RLRMC Algorithm
- Implementation:ClickHouse ClickHouse Poco JSON Template
- Implementation:Openai Openai agents python LocalShellTool Pattern
- Implementation:Datahub project Datahub Dataset Builder
- Implementation:Apache Druid Partition Config Form
- Implementation:Helicone Helicone Alert Types
- Implementation:Online ml River Sketch Counter
Heuristics
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Fastai Fastbook Dropout Regularization
Environments
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Huggingface Datasets Lance Dependencies
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment