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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:Getgauge Taiko Gauge Integration Testing
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Neuml Txtai Agent Execution
- Workflow:Openai Openai agents python Human In The Loop Approval
Principles
- Principle:Huggingface Transformers Distributed Checkpointing
- Principle:Scikit learn Scikit learn Neural Networks
- Principle:MaterializeInc Materialize Upgrade Scenario Execution
- Principle:Wandb Weave Version Bump Release
- Principle:Microsoft Semantic kernel Subprocess Composition
- Principle:Run llama Llama index Query Execution
- Principle:Huggingface Diffusers Model Publishing
- Principle:Deepset ai Haystack Document Splitting
- Principle:Ray project Ray Release Validation Testing
- Principle:Eventual Inc Daft CSV Writing
Implementations
- Implementation:Avhz RustQuant Binary Backend
- Implementation:DevExpress Testcafe RunnerAPI TypeDefs
- Implementation:Openai Whisper Meanwhile Dataset
- Implementation:LMCache LMCache LMCacheEngineConfig PD Fields
- Implementation:Puppeteer Puppeteer CDPSession
- Implementation:Rapidsai Cuml C API Handle
- Implementation:Kornia Kornia ONNXSequential Call
- Implementation:Openai Openai python Response Code Interpreter Tool Call Param
- Implementation:Datahub project Datahub RequiresMutable
- Implementation:Deepspeedai DeepSpeed XPU Adam SYCL
Heuristics
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
Environments
- Environment:Obss Sahi Python Image Processing
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Interpretml Interpret Visualization Environment
- Environment:Recommenders team Recommenders Spark Environment