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:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Apache Spark Application Submission
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Openclaw Openclaw Agent Message Loop
Principles
- Principle:Deepset ai Haystack Chat Prompt Templating
- Principle:Scikit learn Scikit learn Isotonic Regression
- Principle:Webdriverio Webdriverio CLI Architecture
- Principle:Puppeteer Puppeteer Platform Detection
- Principle:Huggingface Datatrove Media Writing Framework
- Principle:Huggingface Optimum Calibration Data Preparation
- Principle:Guardrails ai Guardrails Validator Streaming Support
- Principle:Nautechsystems Nautilus trader Order Creation
- Principle:Princeton nlp SimPO Chat Template Application
- Principle:Ollama Ollama Model Adaptation
Implementations
- Implementation:NVIDIA DALI KernelManager
- Implementation:Microsoft Onnxruntime InferenceSession Get Inputs
- Implementation:Zai org CogVideo Caption Load Video
- Implementation:Pyro ppl Pyro Infer Discrete
- Implementation:DevExpress Testcafe Assertions TypeDefs
- Implementation:FlagOpen FlagEmbedding Matryoshka Self Distillation Modeling
- Implementation:Neuml Txtai Embeddings Search
- Implementation:Google deepmind Mujoco MJX Collision Primitive
- Implementation:Haosulab ManiSkill Drive
- Implementation:Mlfoundations Open flamingo Convert mmc4 to wds
Heuristics
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
Environments
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Intel Ipex llm Windows Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Mistralai Client python Agents Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Sgl project Sglang Distributed