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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:Ucbepic Docetl Long Document Chunking
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
Principles
- Principle:Triton inference server Server QA Shell Test Infrastructure
- Principle:ARISE Initiative Robosuite Controller Factory Pattern
- Principle:BerriAI Litellm API Key Management
- Principle:Google deepmind Mujoco BVH Acceleration
- Principle:Tencent Ncnn Bounding Box Decoding
- Principle:NVIDIA TransformerEngine Tensor Parallel Initialization
- Principle:Microsoft Onnxruntime Model Metadata Inspection
- Principle:Duckdb Duckdb Fast Number Parsing
- Principle:Microsoft Semantic kernel Conversation Thread Management
- Principle:Ggml org Llama cpp Ngram Speculative Drafting
Implementations
- Implementation:Predibase Lorax Metadata Kernels
- Implementation:Huggingface Datatrove SymbolLinesFormatter
- Implementation:Protectai Llm guard Relevance
- Implementation:Datajuicer Data juicer ExtractEntityAttributeMapper
- Implementation:Apache Druid Coordinator Dynamic Config Completions
- Implementation:Ggml org Llama cpp Json Schema To Grammar Header
- Implementation:Datahub project Datahub HdfsPathDataset
- Implementation:Fastai Fastbook Add Datepart
- Implementation:Googleapis Python genai AsyncLiveMusic Connect
- Implementation:Explodinggradients Ragas SemanticSimilarity Metric
Heuristics
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Run llama Llama index Finetuning Warmup Steps
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Allenai Open instruct Docker Container
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Openai Openai python Azure OpenAI
- Environment:Huggingface Peft Python Core Dependencies