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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:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Openai Openai node Chat Completion
- Workflow:Obss Sahi COCO Evaluation
Principles
- Principle:Shiyu coder Kronos Autoregressive Token Generation
- Principle:Evidentlyai Evidently Project Configuration
- Principle:Vespa engine Vespa Subscription Registration
- Principle:ARISE Initiative Robosuite Robot Variant Composition
- Principle:Avhz RustQuant Machine Learning
- Principle:Risingwavelabs Risingwave Environment Configuration
- Principle:FlowiseAI Flowise Lead Capture
- Principle:Google research Deduplicate text datasets Dataset Serialization TFDS
- Principle:Webdriverio Webdriverio Performance Instrumentation
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
Implementations
- Implementation:InternLM Lmdeploy ThreadComm
- Implementation:Allenai Open instruct TensorDataCollatorWithFlattening
- Implementation:Datajuicer Data juicer MCP Server
- Implementation:Kubeflow Pipelines Kubectl Wait Pods
- Implementation:ARISE Initiative Robosuite VisualizationWrapper
- Implementation:Elevenlabs Elevenlabs python TextToSpeechClient Convert
- Implementation:Sktime Pytorch forecasting TiDE Sub Modules
- Implementation:Ucbepic Docetl DatasetView
- Implementation:NVIDIA DALI Fn Crop
- Implementation:Predibase Lorax Medusa LoRA Adapter
Heuristics
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
Environments
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Openai Whisper Triton
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Huggingface Open r1 vLLM Server
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Alibaba ROLL Ascend NPU Environment