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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:Apache Flink Stream File Compaction
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Apache Flink File Source Pipeline
- Workflow:Ucbepic Docetl Python API Pipeline
Principles
- Principle:Sdv dev SDV Fixed Combinations Constraint
- Principle:Unslothai Unsloth OCR Evaluation
- Principle:Haosulab ManiSkill Gymnasium Wrappers
- Principle:Anthropics Anthropic sdk python Beta Type System
- Principle:Apache Druid SQL Task Submission
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:BerriAI Litellm Retry And Fallback
- Principle:Alibaba MNN LLM Runtime Configuration
- Principle:BerriAI Litellm API Dispatch
- Principle:NVIDIA TransformerEngine HF To TE Weight Mapping
Implementations
- Implementation:Recommenders team Recommenders SUM Model
- Implementation:Speechbrain Speechbrain Train GigaSpeech Transducer
- Implementation:Elevenlabs Elevenlabs python UnitTestToolCallParameterEval
- Implementation:Sgl project Sglang Speculative Chat
- Implementation:Cohere ai Cohere python SingleGeneration Model
- Implementation:Rapidsai Cuml LARS Solver
- Implementation:Trailofbits Fickling Create Malicious Dataset
- Implementation:Deepspeedai DeepSpeed PipelineEngine Init
- Implementation:Infiniflow Ragflow Rag Tokenizer Tokenize
- Implementation:Tensorflow Serving Tfrt Predict Util Test
Heuristics
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
Environments
- Environment:Intel Ipex llm NPU Environment
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Vllm project Vllm Distributed
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Helicone Helicone Wrangler CLI
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Openai Evals OpenAI API Configuration