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:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Openai CLIP Zero shot image classification
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
Principles
- Principle:EvolvingLMMs Lab Lmms eval Post Processing and Metrics
- Principle:Groq Groq python Binary Response Handling
- Principle:Online ml River Time Series Evaluation
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:OpenHands OpenHands Sandbox Creation
- Principle:Openai Evals Self Consistency Prompting
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Volcengine Verl Answer Extraction
- Principle:Getgauge Taiko Gauge Specification Authoring
- Principle:NVIDIA DALI Video Reading
Implementations
- Implementation:Online ml River Compose TargetTransformRegressor
- Implementation:Trailofbits Fickling PyTorchModelWrapper Inject Payload
- Implementation:Avhz RustQuant AsianOption
- Implementation:Open compass VLMEvalKit MEGABench Answer Str Parse
- Implementation:Spotify Luigi Visualiser Web UI
- Implementation:Online ml River Anomaly QuantileFilter
- Implementation:Evidentlyai Evidently Group By Metric
- Implementation:Tensorflow Serving Class Registration
- Implementation:Predibase Lorax LoRA Weights Load
- Implementation:Mage ai Mage ai Azure Blob Storage Source
Heuristics
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
Environments
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Sgl project Sglang Kubernetes
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Apache Paimon Optional Extensions
- Environment:Obss Sahi Python Image Processing
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Fastai Fastbook Sklearn Environment