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:CARLA simulator Carla Sensor Data Collection
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Apache Spark Release Process
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Explodinggradients Ragas Agent Evaluation
Principles
- Principle:Pyro ppl Pyro Normalizing Flow Integration
- Principle:Openclaw Openclaw Session Resolution
- Principle:Ray project Ray Cross Language Task Submission
- Principle:Anthropics Anthropic sdk python Content Block Separation
- Principle:Huggingface Optimum GPTQ Quantizer Configuration
- Principle:ClickHouse ClickHouse RAII Scope Guard
- Principle:Romsto Speculative Decoding Encoder Decoder Autoregressive Generation
- Principle:FlagOpen FlagEmbedding LLM Representation Learning
- Principle:Facebookresearch Audiocraft Compression Quality Evaluation
- Principle:Togethercomputer Together python Speech To Text
Implementations
- Implementation:InternLM Lmdeploy RotaryEmbedding
- Implementation:Sktime Pytorch forecasting TimeSeriesDataSet To Dataloader
- Implementation:Cohere ai Cohere python AssistantMessageResponse Model
- Implementation:AUTOMATIC1111 Stable diffusion webui StableDiffusionProcessingTxt2Img
- Implementation:Spotify Luigi DockerTask
- Implementation:OpenGVLab InternVL Correctness Build Data
- Implementation:Langgenius Dify UpdateAppApiStatus
- Implementation:PeterL1n BackgroundMattingV2 Torch checkpoint ops
- Implementation:Kubeflow Kubeflow Model Registry API
- Implementation:Sail sg LongSpec MathScale Answer Utils
Heuristics
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Triton inference server Server Docker Container Build
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Vllm project Vllm ROCm
- Environment:Vllm project Vllm Benchmarks