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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.
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| 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:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Openai CLIP Prompt engineered classification
Principles
- Principle:Haosulab ManiSkill Sim2Real Policy Training
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Ollama Ollama Tool Call Parsing
- Principle:Mit han lab Llm awq Calibration Data Preparation
- Principle:EvolvingLMMs Lab Lmms eval Post Processing and Metrics
- Principle:Ucbepic Docetl Peripheral Context Gathering
- Principle:Cohere ai Cohere python Semantic Reranking
- Principle:Ggml org Llama cpp Embedding Computation
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:FMInference FlexLLMGen Autotuning Configuration Search
Implementations
- Implementation:Langchain ai Langchain BaseChatModel Invoke With Tools
- Implementation:Iterative Dvc Testing Path Info
- Implementation:Duckdb Duckdb Generate Grammar
- Implementation:Hiyouga LLaMA Factory Misc Utils
- Implementation:Facebookresearch Habitat lab UIElements
- Implementation:Langfuse Langfuse CreateEvalJobs
- Implementation:ArroyoSystems Arroyo Test Input Data
- Implementation:Ggml org Llama cpp Llama Memory Seq Pos Max
- Implementation:Ggml org Ggml Cpu weight repack
- Implementation:Triton inference server Server Trtllm Build
Heuristics
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
Environments
- Environment:Openai Evals Python Runtime
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Spotify Luigi Apache Spark
- Environment:Risingwavelabs Risingwave Python Tooling Environment