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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:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
Principles
- Principle:Pytorch Serve Label Mapping
- Principle:MaterializeInc Materialize Release Commit and Tagging
- Principle:Pyro ppl Pyro Full Rank Variational Inference
- Principle:Farama Foundation Gymnasium Generalized Advantage Estimation
- Principle:ClickHouse ClickHouse Remote Syslog Logging
- Principle:Mlflow Mlflow Local Model Serving
- Principle:Openai Openai python Response Processing
- Principle:Hiyouga LLaMA Factory Distributed Training
- Principle:Dotnet Machinelearning Hybrid Dense Sparse Storage
- Principle:Webdriverio Webdriverio Documentation Infrastructure
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui Soft Inpainting
- Implementation:SeleniumHQ Selenium Closure Testing StackTrace
- Implementation:Huggingface Datatrove GopherRepetitionFilter
- Implementation:Facebookresearch Habitat lab VER PreemptionDecider
- Implementation:LLMBook zh LLMBook zh github io Get Data DPO
- Implementation:Cleanlab Cleanlab Get Active Learning Scores
- Implementation:Unslothai Unsloth GEMM Forward Kernel
- Implementation:Helicone Helicone FilterDefs
- Implementation:Openai Openai agents python Lifecycle Hooks Pattern
- Implementation:Rapidsai Cuml Dependencies
Heuristics
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Apache Airflow Variable Access Pattern
Environments
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Spotify Luigi Tornado Web Server
- Environment:Apache Flink Node Build Environment
- Environment:Sgl project Sglang Python Dependencies