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:Princeton nlp SimPO On Policy Data Generation
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Wandb Weave Tracing Setup
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Ucbepic Docetl Long Document Chunking
Principles
- Principle:Neuml Txtai Multi Vector Encoding
- Principle:Apache Paimon Utility Infrastructure
- Principle:Langchain ai Langgraph Cache Backend Selection
- Principle:LaurentMazare Tch rs Group Normalization
- Principle:Webdriverio Webdriverio Command Wrapping
- Principle:DistrictDataLabs Yellowbrick Learning Curve Analysis
- Principle:Openai Openai agents python Usage Tracking
- Principle:Googleapis Python genai Message Exchange
- Principle:Duckdb Duckdb Lock Free Concurrency
- Principle:Googleapis Python genai Image Result Processing
Implementations
- Implementation:FlowiseAI Flowise DocStoreAPIDialog
- Implementation:Datajuicer Data juicer VideoCaptioningFromVLMMapper
- Implementation:Huggingface Datatrove InferenceDatasetCardGenerator
- Implementation:Apache Paimon ExpireConfig
- Implementation:Ggml org Llama cpp Llama Model Load For Embeddings
- Implementation:Isaac sim IsaacGymEnvs PBT Launcher
- Implementation:Pytorch Serve Benchmark
- Implementation:Danijar Dreamerv3 Parallel Replay
- Implementation:Microsoft Playwright BidiPdf
- Implementation:Pola rs Polars API Reference Links
Heuristics
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
Environments
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment