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:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Onnx Onnx Model Validation
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Openai Openai node Realtime Conversation
Principles
- Principle:Nautechsystems Nautilus trader Strategy Configuration
- Principle:Open compass VLMEvalKit Parallel Task Execution
- Principle:ClickHouse ClickHouse ELF Program Header Caching
- Principle:Romsto Speculative Decoding Encoder Decoder Autoregressive Generation
- Principle:ChenghaoMou Text dedup Union Find
- Principle:Bigscience workshop Petals Classification Model Loading
- Principle:Triton inference server Server Multi Server Deployment
- Principle:PacktPublishing LLM Engineers Handbook Data Warehouse Query
- Principle:MarketSquare Robotframework browser Navigation Aware Waiting
- Principle:ClickHouse ClickHouse MIME Multipart Processing
Implementations
- Implementation:Langchain ai Langchain Pyproject Version Edit
- Implementation:Datahub project Datahub Filter Tag Indexes
- Implementation:Microsoft Playwright MacEditingCommands
- Implementation:Hpcaitech ColossalAI GPTQ Quantizer
- Implementation:Google deepmind Mujoco mjr readPixels
- Implementation:NVIDIA NeMo Curator Audio Convert Stage
- Implementation:ARISE Initiative Robosuite USDObjects
- Implementation:Google deepmind Dm control Trajectory Loader
- Implementation:Open compass VLMEvalKit VinternChat
- Implementation:CrewAIInc CrewAI Create Crew CLI
Heuristics
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
Environments
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Apache Spark JDK Build Environment
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Huggingface Peft Python Core Dependencies
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Datajuicer Data juicer Python Runtime Environment