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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:Mlc ai Mlc llm Python Engine Inference
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Openai Whisper Audio Transcription
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Tensorflow Serving Batched Inference Pipeline
Principles
- Principle:Huggingface Datatrove Disk Writing Framework
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:Recommenders team Recommenders NCF Prediction
- Principle:Pola rs Polars Streaming Data Scanning
- Principle:Openai Openai python File Upload
- Principle:Trailofbits Fickling Benchmark Dataset Construction
- Principle:Scikit learn Scikit learn Generalized Linear Models
- Principle:Nautechsystems Nautilus trader Portfolio Analysis
- Principle:Deepspeedai DeepSpeed PPO Policy Update
- Principle:Scikit learn Scikit learn Learning Curve Analysis
Implementations
- Implementation:Risingwavelabs Risingwave StreamingStats Callbacks
- Implementation:Lance format Lance MemWalReadBench
- Implementation:NVIDIA TransformerEngine Ops AllReduce
- Implementation:Ollama Ollama Imagegen Manifest Weights
- Implementation:Triton inference server Server HTTP Generate Endpoint
- Implementation:Webdriverio Webdriverio Options Types
- Implementation:CrewAIInc CrewAI MCP Server Config
- Implementation:Astronomer Astronomer cosmos SparkThriftProfileMapping
- Implementation:SeleniumHQ Selenium TakesScreenshot
- Implementation:Apache Kafka CoordinatorRuntime ScheduleReadOperation
Heuristics
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
Environments
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Interpretml Interpret Python Core Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Openai Openai agents python Memory Extensions Dependencies