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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:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
Principles
- Principle:Alibaba ROLL LoRA Checkpoint Merging
- Principle:Huggingface Diffusers Video Decoding Export
- Principle:Tensorflow Tfjs Weight Regularization
- Principle:Helicone Helicone Analytics Storage
- Principle:Explodinggradients Ragas Experiment Orchestration
- Principle:Dotnet Machinelearning SSA Model Fitting
- Principle:Sail sg LongSpec Website UI Components
- Principle:CarperAI Trlx Reward Model Architecture
- Principle:Apache Dolphinscheduler Parameter Validation And Transformation
- Principle:BerriAI Litellm Database Setup
Implementations
- Implementation:Hiyouga LLaMA Factory Liger Kernel
- Implementation:Wandb Weave Bump Version Dev
- Implementation:NVIDIA TransformerEngine Debug Log FP8 Stats
- Implementation:Lucidrains X transformers TextSamplerDataset Pattern
- Implementation:Diagram of thought Diagram of thought Proposer Critic XML Cycle
- Implementation:Online ml River Tree MondrianTreeNodes
- Implementation:Langchain ai Langchain BaseStoreTests
- Implementation:DistrictDataLabs Yellowbrick CooksDistance Visualizer
- Implementation:Haotian liu LLaVA Eval Model RunLLaVA
- Implementation:NVIDIA DALI NVML Utilities Header
Heuristics
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Haifengl Smile Platform Native Library Selection
Environments
- Environment:Sgl project Sglang Multimodal
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Apache Dolphinscheduler Netty Runtime