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:Dagster io Dagster DSPy Optimization
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Alibaba MNN LLM Deployment Pipeline
Principles
- Principle:Helicone Helicone Client Request Interception
- Principle:Apache Shardingsphere Configuration Object Conversion
- Principle:Haosulab ManiSkill Lazy Controller Instantiation
- Principle:Protectai Llm guard Malicious URL Detection
- Principle:Kubeflow Kubeflow Prerequisites Validation
- Principle:Webdriverio Webdriverio BrowserDetection
- Principle:Google deepmind Mujoco Sensor Pipeline
- Principle:Online ml River Stream Data Sources
- Principle:Tensorflow Serving TFLite Serving
- Principle:SqueezeAILab ETS Policy Model Serving
Implementations
- Implementation:NVIDIA NeMo Aligner Hydra Config Loading
- Implementation:Datajuicer Data juicer Downloader
- Implementation:Sgl project Sglang Program State Getitem
- Implementation:Avhz RustQuant FractionalBrownianMotion
- Implementation:EvolvingLMMs Lab Lmms eval Cache Utils
- Implementation:Langgenius Dify Var Utils
- Implementation:Apache Druid WorkbenchHistoryDialog
- Implementation:Mlc ai Mlc llm Router Translate request
- Implementation:Kornia Kornia Motion Blur
- Implementation:Wandb Weave Bump Version Release
Heuristics
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
Environments
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Apache Druid Druid Cluster Api
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Predibase Lorax Model Source Credentials
- Environment:ArroyoSystems Arroyo Rust Runtime