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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:Rapidsai Cuml GPU Clustering
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Danijar Dreamerv3 Evaluation Only
Principles
- Principle:Pyro ppl Pyro Causal Effect Estimation
- Principle:Huggingface Datatrove Core Data Structures
- Principle:Sail sg LongSpec Benchmark Data Preparation
- Principle:Microsoft Agent framework Framework Installation
- Principle:Langgenius Dify APIContracts
- Principle:Tensorflow Serving HTTP Server Interface
- Principle:Run llama Llama index QA Pair Generation
- Principle:Confident ai Deepeval Synthetic Data Synthesis
- Principle:Haosulab ManiSkill Demonstration Data Acquisition
- Principle:Ggml org Llama cpp Legacy Model Conversion
Implementations
- Implementation:Hiyouga LLaMA Factory VLLM Engine
- Implementation:Astronomer Astronomer cosmos Cluster Policy
- Implementation:Speechbrain Speechbrain Train CommonVoice Seq2Seq
- Implementation:Kubeflow Kubeflow Manifests E2E Testing
- Implementation:Lance format Lance LegacyDecoder
- Implementation:FlagOpen FlagEmbedding LLM Embedder Retrieval Args
- Implementation:Microsoft Onnxruntime CPU TrainingSplit
- Implementation:TobikoData Sqlmesh SelectEnvironment
- Implementation:Microsoft Semantic kernel QualityCheck NLP Server
- Implementation:Langchain ai Langchain BaseChatModel Stream
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
Environments
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:MarketSquare Robotframework browser Docker Container