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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:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Neuml Txtai API Deployment
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Vllm project Vllm OpenAI Compatible Serving
Principles
- Principle:Bigscience workshop Petals Output Decoding
- Principle:Iterative Dvc Artifact Metadata
- Principle:OpenHands OpenHands Distributed State Management
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoder Architecture
- Principle:DataTalksClub Data engineering zoomcamp Kafka Infrastructure Setup
- Principle:Online ml River Pipeline Transformers
- Principle:Facebookresearch Audiocraft JASCO Model Loading
- Principle:Open compass VLMEvalKit MCQ Prompt Construction
- Principle:Neuml Txtai Text Tokenization
- Principle:Huggingface Optimum Meta Device Initialization
Implementations
- Implementation:Datahub project Datahub SparkOpenLineageExtensionVisitorWrapper
- Implementation:Openai Whisper Log Mel Spectrogram
- Implementation:Apache Paimon RestApi
- Implementation:Huggingface Datasets TFFormatter
- Implementation:TobikoData Sqlmesh Context Test
- Implementation:Evidentlyai Evidently Legacy Words Feature
- Implementation:Iterative Dvc Repo Get
- Implementation:LMCache LMCache Async Lookup Client
- Implementation:Online ml River Metrics Recall
- Implementation:Online ml River Imblearn ChebyshevSampler
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
Environments
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Sgl project Sglang Multimodal
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:BerriAI Litellm Provider API Credentials