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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:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Ray project Ray Remote Task Execution
Principles
- Principle:PrefectHQ Prefect HTTP Data Extraction
- Principle:Iterative Dvc Target Resolution
- Principle:Openai Evals Eval Type Configuration
- Principle:Run llama Llama index Batch Evaluation Execution
- Principle:Spcl Graph of thoughts Language Model Abstraction
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Factory Loading
- Principle:TobikoData Sqlmesh CICD Automated Test Execution
- Principle:Confident ai Deepeval Component Instrumentation
- Principle:Datahub project Datahub Protobuf Annotation
- Principle:Vllm project Vllm Output Validation
Implementations
- Implementation:Apache Paimon Ray Data Read Json
- Implementation:FlagOpen FlagEmbedding FlagAutoReranker From Finetuned Validation
- Implementation:Apache Spark StreamingContextState
- Implementation:Open compass VLMEvalKit VGRPBench Score
- Implementation:Speechbrain Speechbrain EER And MinDCF
- Implementation:SeleniumHQ Selenium Closure Aria Attributes
- Implementation:InternLM Lmdeploy RotaryEmbedding
- Implementation:Webdriverio Webdriverio Gherkin Syntax Pattern
- Implementation:Eventual Inc Daft AI Embed Text
- Implementation:Mlflow Mlflow Models Serve CLI
Heuristics
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
Environments
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Langfuse Langfuse Node 24 Runtime