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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:Mlfoundations Open flamingo Data Preparation
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Volcengine Verl Vision Language Model RL Training
Principles
- Principle:Ray project Ray Docker Image Building
- Principle:Mit han lab Llm awq Vision Transformer Encoding
- Principle:Tensorflow Tfjs Model Hosting
- Principle:FMInference FlexLLMGen Runtime Utility Functions
- Principle:Cohere ai Cohere python Chat Completion Request
- Principle:Rapidsai Cuml Nearest Neighbor Search
- Principle:Bitsandbytes foundation Bitsandbytes Columnwise INT8 Quantization
- Principle:Isaac sim IsaacGymEnvs Dexterous Manipulation Task Design
- Principle:Scikit learn Scikit learn Train Test Splitting
- Principle:Deepset ai Haystack Optional Dependency Handling
Implementations
- Implementation:Ggml org Ggml Hexagon hvx arith
- Implementation:BerriAI Litellm Integration Handlers
- Implementation:Langchain ai Langchain Pyproject Version Edit
- Implementation:OpenHands OpenHands SlackView
- Implementation:Liu00222 Open Prompt Injection open config
- Implementation:Microsoft LoRA QA Trainer
- Implementation:EvolvingLMMs Lab Lmms eval Package Installation
- Implementation:Ollama Ollama Llama KV Cache
- Implementation:InternLM Lmdeploy XgrammarBind
- Implementation:Interpretml Interpret Objective Registration
Heuristics
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Run llama Llama index Worker Count Configuration
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Alibaba MNN Python Export Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Sgl project Sglang OpenAI