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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:Kornia Kornia Differentiable Image Augmentation
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
Principles
- Principle:Langgenius Dify Prompt Template Design
- Principle:OpenGVLab InternVL Packed Sequence Training
- Principle:Ggml org Llama cpp Chat Template Application
- Principle:Nightwatchjs Nightwatch Component Plugin Installation
- Principle:Datajuicer Data juicer Column Wise Distribution Analysis
- Principle:Avhz RustQuant Probability Distributions
- Principle:NVIDIA NeMo Curator Pairwise Similarity Computation
- Principle:Protectai Modelscan Scan Configuration
- Principle:Sail sg LongSpec Tree Speculative Decoding
- Principle:FlagOpen FlagEmbedding Matryoshka Reranking
Implementations
- Implementation:Pyro ppl Pyro MixedHMM Model
- Implementation:Mlc ai Mlc llm Mistral Model
- Implementation:Microsoft Semantic kernel OpenAIPromptExecutionSettings
- Implementation:Langfuse Langfuse ObservationsTable Definition
- Implementation:Norrrrrrr lyn WAInjectBench SentenceTransformer Init
- Implementation:PeterL1n BackgroundMattingV2 MattingBase
- Implementation:Promptfoo Promptfoo CSV Parser
- Implementation:OpenGVLab InternVL Segmentation Transform Pipeline
- Implementation:Apache Kafka Git Branch And Tag Management
- Implementation:CrewAIInc CrewAI Agent Constructor For Specialists
Heuristics
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:BerriAI Litellm Streaming Loop Detection
Environments
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Protectai Modelscan H5py Optional
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime