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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:Roboflow Rf detr ONNX Export
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Apache Kafka Release Candidate Staging
Principles
- Principle:Infiniflow Ragflow Infrastructure Orchestration
- Principle:Spotify Luigi Database Connection Configuration
- Principle:Alibaba MNN Diffusion ONNX Export
- Principle:Ray project Ray Deployment Class Definition
- Principle:Huggingface Trl SFT Argument Configuration
- Principle:Axolotl ai cloud Axolotl Preference Dataset Preparation
- Principle:Vespa engine Vespa Indexing Error Handling
- Principle:Haifengl Smile Model Serialization
- Principle:Microsoft Semantic kernel Plugin Registration
- Principle:Dotnet Machinelearning Feature Engineering
Implementations
- Implementation:Zai org CogVideo MagViT2 Tokenizer
- Implementation:Testtimescaling Testtimescaling github io Git Commit Push Workflow
- Implementation:DataTalksClub Data engineering zoomcamp Pandas Chunked CSV Loading
- Implementation:Apache Paimon BitmapDeletionVector
- Implementation:Zai org CogVideo CogVideoXPipeline Call
- Implementation:Mage ai Mage ai Google Ads Streams
- Implementation:Treeverse LakeFS Java SDK Model PrepareGCUncommittedResponse
- Implementation:Sdv dev SDV GaussianCopulaSynthesizer Init
- Implementation:Treeverse LakeFS Java SDK Model PresignMultipartUpload
- Implementation:Haosulab ManiSkill RoboCasaCounter
Heuristics
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
Environments
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Datahub project Datahub Frontend Build
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:FMInference FlexLLMGen HuggingFace Access