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:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Apache Kafka Broker Startup
- Workflow:Apache Spark Building and Testing
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Huggingface Open r1 Reasoning Data Generation
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Setup
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Optimizer State Quantization
- Principle:ArroyoSystems Arroyo Checkpoint Coordination
- Principle:Langgenius Dify DDD Architecture
- Principle:Avhz RustQuant Foreign Exchange
- Principle:Lm sys FastChat Battle Data Cleaning
- Principle:PacktPublishing LLM Engineers Handbook REST API Serving
- Principle:Openai Openai python Response Processing
- Principle:Pyro ppl Pyro No U Turn Sampling
- Principle:TobikoData Sqlmesh Incremental Model Definition
Implementations
- Implementation:Microsoft Playwright APIRequestContext Post
- Implementation:DataTalksClub Data engineering zoomcamp Dlt Resource Decorator
- Implementation:Microsoft LoRA Lightning Base
- Implementation:Danijar Dreamerv3 Train Loop
- Implementation:Scikit learn Scikit learn ResponseUtils
- Implementation:Online ml River Reco RandomNormal
- Implementation:Speechbrain Speechbrain Prepare Switchboard Tokenizer
- Implementation:CrewAIInc CrewAI DOCX Search Tool
- Implementation:Microsoft Playwright CssParser
- Implementation:Interpretml Interpret MathHpp
Heuristics
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
Environments
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Vllm project Vllm AWS ECR
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Datajuicer Data juicer Python Runtime Environment