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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:Helicone Helicone Cost Calculation Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Langgenius Dify Plugin Management
Principles
- Principle:Google deepmind Dm control Multi Agent Episode Loop
- Principle:Isaac sim IsaacGymEnvs Policy Rollout
- Principle:Iterative Dvc Experiment Tracking
- Principle:Facebookresearch Habitat lab Interactive Session Execution
- Principle:Zai org CogVideo DDIM Pipeline Loading
- Principle:Microsoft Autogen Round Robin Orchestration
- Principle:LaurentMazare Tch rs Group Normalization
- Principle:Scikit learn Scikit learn Pairwise Distance Computation
- Principle:Kubeflow Pipelines Task Resource Configuration
- Principle:Princeton nlp SimPO Dataset Loading and Mixing
Implementations
- Implementation:Langchain ai Langchain BaseChatModel Subclass
- Implementation:Haosulab ManiSkill EmptyEnv
- Implementation:Ggml org Llama cpp Download Header
- Implementation:NVIDIA DALI NumPy Parser
- Implementation:Huggingface Datatrove WordTokenizers
- Implementation:Lucidrains X transformers Paired Sequence Generator Pattern
- Implementation:Microsoft Onnxruntime Fp16Conversions Android
- Implementation:Onnx Onnx Shape Inference Engine
- Implementation:Sgl project Sglang Json Output Parsing
- Implementation:Langfuse Langfuse ProcessEventBatch
Heuristics
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Dagster io Dagster Lazy Import Pattern
Environments
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes