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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:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Apache Spark Release Process
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Neuml Txtai Semantic Search Pipeline
Principles
- Principle:Haifengl Smile DataFrame Inspection
- Principle:Deepset ai Haystack Prompt Templating
- Principle:Snorkel team Snorkel Slicing Function Definition
- Principle:VainF Torch Pruning Structural Pruning
- Principle:Anthropics Anthropic sdk python Multi turn Thinking Conversations
- Principle:ClickHouse ClickHouse Remote Syslog Logging
- Principle:Zai org CogVideo VQVAE Architecture
- Principle:Marker Inc Korea AutoRAG Answer Generation
- Principle:Webdriverio Webdriverio BrowserStack API Integration
- Principle:Huggingface Datasets PDF Feature Handling
Implementations
- Implementation:Alibaba MNN OpenCL CL Platform Header
- Implementation:Datahub project Datahub HdfsPlatform
- Implementation:Bentoml BentoML IO Descriptor Multipart
- Implementation:Datajuicer Data juicer AlphanumericFilter
- Implementation:Lance format Lance Java CompactionOptions
- Implementation:ClickHouse ClickHouse Poco DNS
- Implementation:Fastai Fastbook Export Load Learner
- Implementation:Open compass VLMEvalKit MLVU Utils
- Implementation:TA Lib Ta lib python Stream Function API
- Implementation:Google deepmind Mujoco User Objects Header
Heuristics
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
Environments
- Environment:Lucidrains X transformers Python Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Getgauge Taiko Docker Container
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Sgl project Sglang CUDA
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Sgl project Sglang Web
- Environment:OpenGVLab InternVL Flash Attention 2