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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:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
Principles
- Principle:LaurentMazare Tch rs Sparse Adam Optimization
- Principle:Datahub project Datahub Stack Lifecycle Management
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork training loop
- Principle:Datajuicer Data juicer Operator Testing
- Principle:DistrictDataLabs Yellowbrick Bestfit Regression Overlay
- Principle:Zai org CogVideo Model Loading and LoRA Injection
- Principle:Trailofbits Fickling Benchmark Dataset Construction
- Principle:Hpcaitech ColossalAI Retrieval Augmented QA
- Principle:FlowiseAI Flowise Flow Management
- Principle:Langchain ai Langchain Tool Execution
Implementations
- Implementation:FlowiseAI Flowise EditUserDialog
- Implementation:Kubeflow Pipelines XGBoost Train On CSV Op
- Implementation:Helicone Helicone UseHasAccess
- Implementation:Nautechsystems Nautilus trader StrategyConfig Definition
- Implementation:Mlc ai Mlc llm Dispatch Triton Kernel
- Implementation:Tensorflow Tfjs Layer Variables
- Implementation:Dotnet Machinelearning LdaDataBlock
- Implementation:Nightwatchjs Nightwatch Custom Assertion Type Definitions
- Implementation:Ucbepic Docetl GatherOperation Execute
- Implementation:Kornia Kornia SSIM Loss
Heuristics
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
Environments
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Openai Whisper FFmpeg
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Iterative Dvc Remote Storage Backends
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Haifengl Smile Java 25 Runtime