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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:Vllm project Vllm Speculative Decoding
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
Principles
- Principle:Bitsandbytes foundation Bitsandbytes Lazy 4bit Quantization
- Principle:Datajuicer Data juicer Data Aggregation
- Principle:Huggingface Trl DPO Policy Model Loading
- Principle:Fede1024 Rust rdkafka Client Configuration
- Principle:Truera Trulens Session Initialization
- Principle:CARLA simulator Carla Waypoint Queue Completion
- Principle:Microsoft Onnxruntime Distributed Runtime Initialization
- Principle:ContextualAI HALOs Model Checkpointing
- Principle:DevExpress Testcafe Native Automation Request Interception
- Principle:Princeton nlp Tree of thought llm Result Validation
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval MathVision Utils
- Implementation:Ggml org Llama cpp Context Header
- Implementation:Recommenders team Recommenders Benchmark Prepare Training
- Implementation:Sktime Pytorch forecasting sLSTMLayer
- Implementation:Lance format Lance JNI Fragment
- Implementation:Huggingface Datatrove PIIFormatter
- Implementation:NVIDIA TransformerEngine InferenceParams
- Implementation:Onnx Onnx Convert Model To External Data
- Implementation:Google deepmind Dm control Environment Reset Step
- Implementation:Bentoml BentoML Framework TorchScript
Heuristics
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
Environments
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Apache Airflow Development Contributor Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Hiyouga LLaMA Factory Optional Inference Backends