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Total Pages
1,118
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 Dolphinscheduler Workflow Failover Recovery
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Pytorch Serve LLM Deployment vLLM
Principles
- Principle:Eventual Inc Daft Arrow Export
- Principle:LLMBook zh LLMBook zh github io Bitsandbytes Quantization
- Principle:FMInference FlexLLMGen Fused Transformer Layer CUDA
- Principle:Huggingface Diffusers LoRA Adapter Injection
- Principle:Hpcaitech ColossalAI RAG Deployment
- Principle:Triton inference server Server Ensemble Validation
- Principle:Triton inference server Server Ensemble Pipeline Testing
- Principle:Groq Groq python Client Initialization
- Principle:Apache Paimon Atomic Commit
- Principle:Rapidsai Cuml Regression Evaluation
Implementations
- Implementation:Intel Ipex llm IpexLLM From Model Id
- Implementation:Neuml Txtai Pooling Base
- Implementation:Sdv dev SDV Download Demo
- Implementation:Openai Openai node Jobs Create
- Implementation:Run llama Llama index GraphStore Types
- Implementation:Scikit learn Scikit learn OPTICS
- Implementation:Open compass VLMEvalKit QwenVL
- Implementation:Ggml org Ggml Metal backend api
- Implementation:Mit han lab Llm awq Get prompter
- Implementation:Sgl project Sglang Health And Metrics Endpoints
Heuristics
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
Environments
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Sgl project Sglang ROCm
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Snorkel team Snorkel Dask Distributed