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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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|---|---|---|
| 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:TobikoData Sqlmesh Github CICD automation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Neuml Txtai API Deployment
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
Principles
- Principle:LLMBook zh LLMBook zh github io LLaMA Decoder Layer
- Principle:LaurentMazare Tch rs Dataset Iteration
- Principle:Alibaba ROLL DPO Worker Initialization
- Principle:Ray project Ray Cross Language Function Descriptors
- Principle:Spotify Luigi MapReduce Processing
- Principle:Groq Groq python Client Initialization
- Principle:Kubeflow Kubeflow Tune Hyperparameters
- Principle:Cypress io Cypress Contribution Workflow
- Principle:OpenGVLab InternVL Layer Wise LR Decay
- Principle:Onnx Onnx Tensor Specification
Implementations
- Implementation:Vllm project Vllm Setup
- Implementation:Eric mitchell Direct preference optimization Get Batch Logps
- Implementation:Astronomer Astronomer cosmos StarRocksUserPasswordProfileMapping
- Implementation:Googleapis Python genai Tunings Tune
- Implementation:OpenHands OpenHands GithubIssue Initialize Conversation
- Implementation:Facebookresearch Habitat lab Core Utils
- Implementation:Ollama Ollama Llama Model Loader Types
- Implementation:Apache Dolphinscheduler Plugin Installation Script
- Implementation:Ollama Ollama Convert Glm4MoeLite
- Implementation:OWASP Www project top 10 for large language model applications ResultsAnalyzer Compile Report
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Lucidrains X transformers Flash Attention Configuration
Environments
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Bentoml BentoML Python Runtime
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:PrefectHQ Prefect Prefect Server Database