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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:SeldonIO Seldon core Model Explainability
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Risingwavelabs Risingwave CDC Data Replication
Principles
- Principle:Huggingface Diffusers Denoising Loop
- Principle:Deepspeedai DeepSpeed Inference Execution
- Principle:Lance format Lance Compaction Commit
- Principle:Huggingface Datatrove FineWeb Quality Heuristics
- Principle:NVIDIA NeMo Curator Motion and Aesthetic Filtering
- Principle:Kubeflow Kubeflow Release Planning
- Principle:Zai org CogVideo SAT Environment Setup
- Principle:Heibaiying BigData Notes Flink Pipeline Execution
- Principle:Huggingface Diffusers Dual LoRA Configuration
- Principle:Langgenius Dify Workflow Publishing
Implementations
- Implementation:NVIDIA NeMo Curator Backend Base Classes
- Implementation:Open compass VLMEvalKit Cambrian
- Implementation:Ray project Ray Ray Init
- Implementation:Triton inference server Server DataCompressor
- Implementation:Microsoft DeepSpeedExamples BingBert PytorchModeling
- Implementation:Ucbepic Docetl WebSocket Run Pipeline
- Implementation:Langfuse Langfuse Ingestion Event Schemas
- Implementation:Apache Paimon DataTypeFamily
- Implementation:Avhz RustQuant HullWhite Process
- Implementation:Triton inference server Server AddCopyright
Heuristics
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
Environments
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Apache Paimon Optional Extensions
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Vllm project Vllm CUDA Runtime