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:Huggingface Datatrove Synthetic Data Generation
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Openai Openai node Audio Processing
Principles
- Principle:LMCache LMCache Cache Controller Architecture
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Override
- Principle:Interpretml Interpret Optimal Transport Selection
- Principle:Microsoft LoRA Distributed LoRA Training
- Principle:Neuml Txtai Benchmark Evaluation
- Principle:Langchain ai Langchain Test PyPI Publishing
- Principle:Promptfoo Promptfoo Plugin Selection
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Sdv dev SDV Column Pair Visualization
- Principle:Tensorflow Serving Session Safety
Implementations
- Implementation:Sdv dev SDV CSVHandler Read Write
- Implementation:Online ml River Tree LASTClassifier
- Implementation:Ggml org Ggml Sycl dpct helper
- Implementation:Langchain ai Langgraph Pregel Stream With Interrupts
- Implementation:DataExpert io Data engineer handbook Chispa Assert df equality
- Implementation:Sgl project Sglang Sampling Kernels
- Implementation:Volcengine Verl Extract Multi Modal Inputs
- Implementation:Eventual Inc Daft Session Constructor
- Implementation:ArroyoSystems Arroyo Kinesis Connector
- Implementation:Langchain ai Langchain AIMessageChunk Accumulation
Heuristics
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
Environments
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Togethercomputer Together python API Credentials
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Huggingface Optimum Accelerated Inference Environment