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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:Togethercomputer Together python Fine Tuning
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Neuml Txtai API Deployment
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
Principles
- Principle:Treeverse LakeFS Hook Guarded Merge
- Principle:Apache Dolphinscheduler RPC Retry And Error Recovery
- Principle:Vllm project Vllm Multimodal Generation
- Principle:Guardrails ai Guardrails AsyncExecution
- Principle:DataExpert io Data engineer handbook Database Seeding
- Principle:Pola rs Polars Streaming Engine Configuration
- Principle:Langchain ai Langgraph Agent State Schema
- Principle:Mlflow Mlflow ML Framework Compatibility Management
- Principle:Langgenius Dify Indexing Progress Monitoring
- Principle:EvolvingLMMs Lab Lmms eval Environment Setup
Implementations
- Implementation:Facebookresearch Audiocraft Resolve checkpoint path
- Implementation:Scikit learn Scikit learn UpdateEnvironments
- Implementation:Microsoft DeepSpeedExamples Domino Language Model
- Implementation:Ollama Ollama XTools WebSearch
- Implementation:Huggingface Alignment handbook SFTTrainer Mid Training
- Implementation:Tensorflow Tfjs LayersModel Save
- Implementation:Kubeflow Pipelines Frontend Package Lock
- Implementation:Triton inference server Server L0 Rate Limiter Test
- Implementation:Pytorch Serve Benchmark
- Implementation:Huggingface Peft PeftModel Save Load
Heuristics
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
Environments
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Interpretml Interpret Visualization Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Mit han lab Llm awq Python Runtime Environment