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 Transformers PEFT Adapter Integration
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Fastai Fastbook Tabular Modeling
Principles
- Principle:Heibaiying BigData Notes Kafka Producer Configuration
- Principle:HKUDS AI Trader System Prompt Construction
- Principle:NVIDIA TransformerEngine Layer Monkey Patching
- Principle:Confident ai Deepeval PydanticAI Instrumentation
- Principle:AUTOMATIC1111 Stable diffusion webui Task Serialization
- Principle:Speechbrain Speechbrain Whisper Finetuning With LR Scheduling
- Principle:OpenGVLab InternVL Benchmark Dispatch
- Principle:Microsoft Playwright Configure AI Agent Provider
- Principle:Deepset ai Haystack Text File Conversion
- Principle:LaurentMazare Tch rs Neural Style Transfer
Implementations
- Implementation:Online ml River Stream Shuffle
- Implementation:Recommenders team Recommenders Amazon Reviews
- Implementation:Recommenders team Recommenders Affinity Matrix
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD
- Implementation:Deepspeedai DeepSpeed Evoformer MMA Accum Lambda
- Implementation:Recommenders team Recommenders BaseModel Fit
- Implementation:Vespa engine Vespa ConfigSubscriber NextConfig
- Implementation:Eventual Inc Daft ResourceRequest
- Implementation:Microsoft Semantic kernel AddOpenAIChatClient
- Implementation:Langgenius Dify Service Worker
Heuristics
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
Environments
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Diagram of thought Diagram of thought Graphviz