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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:Openai Evals Creating a model graded eval
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Groq Groq python Batch Processing
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
Principles
- Principle:Tensorflow Tfjs Fine Tuning
- Principle:Online ml River Streaming Adjusted Rand
- Principle:Eric mitchell Direct preference optimization Hydra Configuration
- Principle:DevExpress Testcafe Browser Connection Lifecycle
- Principle:Avhz RustQuant Business Calendar
- Principle:Unslothai Unsloth MoE Expert Routing
- Principle:Microsoft Autogen Graph Topology Design
- Principle:Puppeteer Puppeteer Browser Process Management
- Principle:Iterative Dvc Parameter Override Definition
- Principle:Ollama Ollama Model Alias Resolution
Implementations
- Implementation:OpenHands OpenHands Button
- Implementation:Scikit learn Scikit learn LogisticRegression Init
- Implementation:Getgauge Taiko SetConfig
- Implementation:Microsoft Autogen Agbench CLI
- Implementation:Microsoft Playwright TraceV8
- Implementation:Iterative Dvc Pathspec Math
- Implementation:Mlc ai Mlc llm Event Trace Recorder Py
- Implementation:DevExpress Testcafe FirefoxMarionetteClient
- Implementation:Ucbepic Docetl GatherOperation Execute
- Implementation:SeldonIO Seldon core Seldon Model Load For Monitoring
Heuristics
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Openai Openai node Warning Deprecated Assistants API
Environments
- Environment:Pola rs Polars Rust Build Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Vllm project Vllm Distributed