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Total Pages
1,118
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:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Huggingface Trl Direct Preference Optimization
Principles
- Principle:Intel Ipex llm Adapter Merging
- Principle:Mistralai Client python OCR Document Processing
- Principle:Huggingface Trl DPO Policy Model Loading
- Principle:Protectai Llm guard Input Scanner Factory Pattern
- Principle:MaterializeInc Materialize Platform Check Pattern
- Principle:Microsoft Onnxruntime Checkpoint Saving
- Principle:Zai org CogVideo Model Loading and LoRA Injection
- Principle:Allenai Open instruct Preference Data Processing
- Principle:Alibaba MNN Diffusion ONNX Export
- Principle:Microsoft Playwright Configure API Request Context
Implementations
- Implementation:Microsoft Onnxruntime Convert Sklearn
- Implementation:Arize ai Phoenix Anthropic Messages Helper
- Implementation:NVIDIA DALI Target Assigner
- Implementation:Apache Druid ServicesView
- Implementation:Microsoft BIPIA AutoLLM
- Implementation:Astronomer Astronomer cosmos Watcher Operators
- Implementation:Avhz RustQuant Sequences
- Implementation:VainF Torch Pruning Group Prune
- Implementation:Langchain ai Langchain PerplexityRetriever
- Implementation:Puppeteer Puppeteer HandleIterator
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
Environments
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Apache Kafka Gradle Build Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Alibaba ROLL DeepSpeed Training Environment