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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:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Wandb Weave SDK Release
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
Principles
- Principle:Langchain ai Langchain Streaming Routing
- Principle:Bigscience workshop Petals Server Configuration
- Principle:Recommenders team Recommenders NCF Prediction
- Principle:Hpcaitech ColossalAI Booster Plugin Configuration
- Principle:Apache Flink File Sink Builder Configuration
- Principle:Pola rs Polars Streaming Plan Profiling
- Principle:Huggingface Transformers JIT Warmup
- Principle:Online ml River Optimizer Configuration
- Principle:Langgenius Dify Debug and Preview
- Principle:OWASP Www project top 10 for large language model applications Entry Refinement and Revoting
Implementations
- Implementation:Lucidrains X transformers NonAutoregressiveWrapper Generate
- Implementation:Microsoft Playwright TraceV5
- Implementation:Hpcaitech ColossalAI Model Utils
- Implementation:Kubeflow Pipelines Dsl Graph Component
- Implementation:Apache Shardingsphere DataChangedEventListenerRegistry Register
- Implementation:AUTOMATIC1111 Stable diffusion webui Options System
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Save Images
- Implementation:Datajuicer Data juicer OpSearch
- Implementation:Huggingface Open r1 Run Benchmark Jobs
- Implementation:Online ml River Datasets Bananas
Heuristics
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
Environments
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Spotify Luigi Python Runtime
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Tensorflow Serving Build Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Bentoml BentoML Python Runtime