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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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Browse by Category
| 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:Mistralai Client python Function Calling
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:VainF Torch Pruning Object Detection Pruning
Principles
- Principle:Protectai Llm guard Secret Detection
- Principle:Spcl Graph of thoughts Local LLM Inference
- Principle:Ucbepic Docetl Optimized Pipeline Review
- Principle:Mlflow Mlflow Parameter Logging
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:Fastai Fastbook Stochastic Gradient Descent
- Principle:Ollama Ollama Model Manifest Creation
- Principle:Apache Flink Source Chain Composition
- Principle:Helicone Helicone Unified Model Layer
- Principle:Deepset ai Haystack Extractive Question Answering
Implementations
- Implementation:Open compass VLMEvalKit XGenMM
- Implementation:Lance format Lance Java DatasetDelta
- Implementation:CarperAI Trlx Accelerate Base Datatypes
- Implementation:Scikit learn Scikit learn Make Column Selector
- Implementation:Elevenlabs Elevenlabs python GetPronunciationDictionaryMetadataResponse
- Implementation:Risingwavelabs Risingwave Datagen Sink Interface
- Implementation:Risingwavelabs Risingwave JniSinkWriterStreamRequest
- Implementation:AUTOMATIC1111 Stable diffusion webui Parse prompts and ExtraNetworkLora
- Implementation:EvolvingLMMs Lab Lmms eval Transformation Filters
- Implementation:LLMBook zh LLMBook zh github io AutoModelForCausalLM From Pretrained Bitsandbytes
Heuristics
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
Environments
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:SeleniumHQ Selenium Grid Deployment Environment