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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:Princeton nlp SimPO Model Inference
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
Principles
- Principle:Princeton nlp SimPO Model and Tokenizer Initialization
- Principle:Pyro ppl Pyro Execution Trace
- Principle:AnswerDotAI RAGatouille Model Training
- Principle:Arize ai Phoenix Server Side Span Ingestion
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Zai org CogVideo SAT Model Initialization
- Principle:Apache Hudi Write Result Verification
- Principle:Ray project Ray Object Store Retrieval
- Principle:Nightwatchjs Nightwatch Cucumber Test Execution
- Principle:Liu00222 Open Prompt Injection Task Creation
Implementations
- Implementation:Teamcapybara Capybara Selector Select
- Implementation:Lance format Lance BytePack
- Implementation:Ucbepic Docetl Build CLI Command
- Implementation:Puppeteer Puppeteer Website Package Lock
- Implementation:Pyro ppl Pyro Einsum Example
- Implementation:Eventual Inc Daft DataFrame Select
- Implementation:Unslothai Unsloth GEMM Autotuning Configs
- Implementation:Microsoft Autogen Studio Common Fields
- Implementation:Huggingface Datasets DatasetInfo
- Implementation:Openai Openai node ChatCompletionParser
Heuristics
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
Environments
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Sgl project Sglang ROCm
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Kserve Kserve Knative Serving