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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:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Mlc ai Web llm Function Calling
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Lm sys FastChat MT Bench Evaluation
Principles
- Principle:Vllm project Vllm API Server Deployment
- Principle:Neuml Txtai Keyword Scoring
- Principle:Huggingface Datasets Archive Extraction
- Principle:Webdriverio Webdriverio CommandRegistration
- Principle:AUTOMATIC1111 Stable diffusion webui Noise addition and guided denoising
- Principle:Pyro ppl Pyro Capture Recapture
- Principle:Huggingface Datatrove Multilingual Word Tokenization
- Principle:Microsoft Semantic kernel CopilotAgent Plugin OpenAPI Specs
- Principle:Apache Hudi Clustering Execution
- Principle:Mlflow Mlflow Code Quality Linting
Implementations
- Implementation:Neuml Txtai RAG Call
- Implementation:Risingwavelabs Risingwave DbzChangeEventConsumer
- Implementation:Elevenlabs Elevenlabs python ClientToolConfigOutput
- Implementation:CARLA simulator Carla Client Replay File
- Implementation:Google deepmind Mujoco Engine Vis Interact
- Implementation:Microsoft Semantic kernel ContactsPlugin OpenAPI
- Implementation:BerriAI Litellm Endpoint Factory
- Implementation:Arize ai Phoenix Datasets Create Dataset
- Implementation:Kserve Kserve LLM Inference Scheduler
- Implementation:Mit han lab Llm awq LMEvalAdaptor
Heuristics
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Openai CLIP Python Dependencies
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Sgl project Sglang CUDA
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime