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1,118
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:Interpretml Interpret EBM Model Export
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Groq Groq python Chat Completion
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Huggingface Trl GRPO Training
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Vespa engine Vespa Document indexing pipeline
Principles
- Principle:Mlfoundations Open flamingo Evaluation Model Abstraction
- Principle:Speechbrain Speechbrain CTC Training Loop
- Principle:Sktime Pytorch forecasting KAN Architecture
- Principle:Webdriverio Webdriverio Parallel Execution
- Principle:Fede1024 Rust rdkafka Consumer Creation With Context
- Principle:Anthropics Anthropic sdk python Provider API Interaction
- Principle:Microsoft Playwright Project Initialization
- Principle:Pytorch Serve Environment Setup
- Principle:Axolotl ai cloud Axolotl Sequence Packing
- Principle:Huggingface Optimum Export Validation
Implementations
- Implementation:Microsoft Playwright Roll Browser
- Implementation:LaurentMazare Tch rs Nn Seq
- Implementation:Huggingface Optimum Backend Specific Pipeline
- Implementation:Princeton nlp Tree of thought llm Gpt Completion
- Implementation:Vespa engine Vespa ConfigSubscriber NextGeneration
- Implementation:Mage ai Mage ai Chargebee Item Model Subscriptions Schema
- Implementation:ChenghaoMou Text dedup Jaccard Similarity Func
- Implementation:Ollama Ollama Imagegen Flux2 Scheduler
- Implementation:Huggingface Datasets TestCommand
- Implementation:Treeverse LakeFS Java SDK Model StsAuthRequest
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
Environments
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Intel Ipex llm NPU Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:SeldonIO Seldon core Docker Compose Local Environment