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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:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Kubeflow Kubeflow Platform Deployment
Principles
- Principle:Facebookresearch Habitat lab Dataset and Scene Preparation
- Principle:Lm sys FastChat MT Bench Answer Generation
- Principle:Huggingface Diffusers Memory Optimization
- Principle:Langchain ai Langchain Pre Release Validation
- Principle:Apache Shardingsphere Persistence Facade Construction
- Principle:Langchain ai Langchain Compatibility Testing
- Principle:Norrrrrrr lyn WAInjectBench Model Serialization
- Principle:Webdriverio Webdriverio AsyncIterationPattern
- Principle:Nautechsystems Nautilus trader Instrument Registration
- Principle:Interpretml Interpret Feature Group Importance
Implementations
- Implementation:FlagOpen FlagEmbedding EvalDenseRetriever Call
- Implementation:Unslothai Unsloth GEMM Backward Kernels
- Implementation:Pyro ppl Pyro Stats
- Implementation:Haifengl Smile DataFrame Inspection API
- Implementation:Helicone Helicone Mitmproxy Linux
- Implementation:Microsoft Onnxruntime Convert Sklearn
- Implementation:Infiniflow Ragflow Next Request
- Implementation:FlowiseAI Flowise DocumentStoreTable
- Implementation:LaurentMazare Tch rs VarStore Set Kind
- Implementation:Open compass VLMEvalKit CCOCRDataset
Heuristics
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
Environments
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Openai Openai node Node 20 Runtime
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Langgenius Dify Vector Database Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Guardrails ai Guardrails Python 3 10 Runtime