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Workflows
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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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|---|---|---|
| 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:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
Principles
- Principle:Tencent Ncnn Letterbox Preprocessing
- Principle:InternLM Lmdeploy Load Balancing Proxy
- Principle:AUTOMATIC1111 Stable diffusion webui Model Architecture Abstraction
- Principle:Iterative Dvc Plot Data Source Resolution
- Principle:Sktime Pytorch forecasting Validation Dataset Creation
- Principle:Avhz RustQuant Cashflow Analysis
- Principle:Apache Paimon Blob Descriptor Construction
- Principle:OpenRLHF OpenRLHF Dataset Blending
- Principle:Eventual Inc Daft Type Casting
- Principle:Rapidsai Cuml Cluster Label Assignment
Implementations
- Implementation:Hpcaitech ColossalAI NaiveExperienceMaker
- Implementation:Haosulab ManiSkill HumanoidPickPlace
- Implementation:Ollama Ollama Imagegen Server
- Implementation:Online ml River Datasets Higgs
- Implementation:Rapidsai Cuml Classification Metrics
- Implementation:Langgenius Dify Completion Params
- Implementation:Huggingface Datatrove GopherQualityFilter
- Implementation:Mlc ai Mlc llm CLIP Vision
- Implementation:Microsoft Playwright Agent Fixture
- Implementation:OpenGVLab InternVL ScienceQA Prompt Conversion
Heuristics
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
Environments
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Iterative Dvc Python Runtime
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Sail sg LongSpec Inference Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment