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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:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Deepspeedai DeepSpeed AutoTP Training
Principles
- Principle:Ollama Ollama Model Resolution And Download
- Principle:Zai org CogVideo Learned Perceptual Similarity
- Principle:Kornia Kornia ONNX Model Loading
- Principle:LaurentMazare Tch rs FFI Collection Traits
- Principle:Helicone Helicone Cross Provider Transform
- Principle:MarketSquare Robotframework browser ES2015 Module Transpilation
- Principle:Speechbrain Speechbrain Embedding Extraction
- Principle:ClickHouse ClickHouse Socket Abstraction
- Principle:Openai Evals Environment Setup
- Principle:Webdriverio Webdriverio Error Reporting
Implementations
- Implementation:Alibaba MNN FlatBuffers IDL Gen General
- Implementation:Speechbrain Speechbrain Prepare KsponSpeech
- Implementation:Spotify Luigi Deps Tree Tool
- Implementation:SeleniumHQ Selenium Closure BrowserEvent
- Implementation:Huggingface Datasets CsvDatasetReader
- Implementation:Mit han lab Llm awq Apply awq
- Implementation:Apache Paimon DataEvolutionSplitGenerator
- Implementation:Online ml River Stats Mode
- Implementation:Puppeteer Puppeteer WaitTask
- Implementation:Kserve Kserve RFModel AIX MNIST
Heuristics
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Haifengl Smile BFGS Convergence Tuning
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Heibaiying BigData Notes Spark 2 4 Environment