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 Peft QLoRA SFT Finetuning
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Neuml Txtai Model Training
- Workflow:ArroyoSystems Arroyo Connection Setup
Principles
- Principle:Openclaw Openclaw Extension Configuration
- Principle:Google deepmind Mujoco Sleep Wake Optimization
- Principle:Apache Dolphinscheduler Frontend Build Configuration
- Principle:Ollama Ollama Blob Transfer
- Principle:Bitsandbytes foundation Bitsandbytes Global Optimizer Configuration
- Principle:Googleapis Python genai Manual Function Execution
- Principle:Haosulab ManiSkill GPU Parallelized Rollout
- Principle:Marker Inc Korea AutoRAG Pipeline Runner Initialization
- Principle:Duckdb Duckdb Release Artifact Upload
- Principle:ClickHouse ClickHouse Core Compiler Macros
Implementations
- Implementation:Microsoft Playwright FfInput
- Implementation:Huggingface Trl PPOTrainer Init
- Implementation:TobikoData Sqlmesh PlanBuilder Set Start End
- Implementation:Puppeteer Puppeteer Cdp FrameManager
- Implementation:Sdv dev SDV Simplify Schema
- Implementation:Microsoft Onnxruntime CUDA NcclCommon
- Implementation:Online ml River Clusterer Learn Predict
- Implementation:Mlc ai Mlc llm RNN State
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Backward Step
- Implementation:Sktime Pytorch forecasting Base Pkg
Heuristics
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Tensorflow Serving Model Warmup Strategy
Environments
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Mistralai Client python Realtime Transcription Environment