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:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Apache Flink File Sink Pipeline
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Langgenius Dify Plugin Management
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Langchain ai Langchain Vector Store Operations
Principles
- Principle:Fede1024 Rust rdkafka Message Stream Processing
- Principle:Kornia Kornia ONNX Export
- Principle:SeldonIO Seldon core HuggingFace Text Inference
- Principle:Apache Airflow Secret Redaction
- Principle:Kserve Kserve PVC Model Download
- Principle:CarperAI Trlx Reward Model Serving
- Principle:Alibaba ROLL LoRA Checkpoint Merging
- Principle:Deepseek ai Janus Image Post Processing
- Principle:Haosulab ManiSkill Rotation Geometry Operations
- Principle:ARISE Initiative Robosuite Sensor Corruption Modeling
Implementations
- Implementation:Lance format Lance Java CompactionOptions
- Implementation:Apache Druid QueryTab ProcessQuery
- Implementation:Online ml River Multiclass OneVsRest
- Implementation:Vllm project Vllm Report Build Time Ninja
- Implementation:DevExpress Testcafe EmbeddingUtils
- Implementation:Obss Sahi SahiLogger
- Implementation:NVIDIA NeMo Curator Wikipedia Downloader
- Implementation:InternLM Lmdeploy AttentionParams
- Implementation:CARLA simulator Carla MapData
- Implementation:Microsoft Playwright Firefox Protocol Types
Heuristics
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
Environments
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Arize ai Phoenix Python Runtime
- Environment:Allenai Open instruct Beaker Cluster
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Vllm project Vllm Benchmarks