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Workflows
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Principles
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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:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Obss Sahi Sliced Inference Pipeline
Principles
- Principle:Lance format Lance Inverted Index Building
- Principle:Vllm project Vllm Multimodal Generation
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:FMInference FlexLLMGen Learning Rate Scheduling
- Principle:ARISE Initiative Robosuite Environment Wrapper Pattern
- Principle:Openai Openai python Audio Translation
- Principle:Arize ai Phoenix Dataset Management
- Principle:Snorkel team Snorkel Labeling Function Analysis
- Principle:FlagOpen FlagEmbedding Search Demo Pipeline
- Principle:Apache Shardingsphere Runtime Rule Object Initialization
Implementations
- Implementation:Apache Shardingsphere ContextManagerBuilderParameter Constructor
- Implementation:Pytorch Serve Custom Metrics Handler
- Implementation:Promptfoo Promptfoo Constants
- Implementation:Webdriverio Webdriverio Cloud Service Hooks
- Implementation:Scikit learn Scikit learn DictVectorizer
- Implementation:Infiniflow Ragflow PackageLock Dependencies
- Implementation:Ollama Ollama Imagegen Dispatch
- Implementation:Huggingface Trl TrlParser SFTConfig
- Implementation:EvolvingLMMs Lab Lmms eval Import Utils
- Implementation:Interpretml Interpret GaussianDistribution
Heuristics
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Pytorch Serve LLM Timeout Configuration
Environments
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Pola rs Polars GPU Execution Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Openai Openai python Azure OpenAI
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Iterative Dvc DVC Environment Variables