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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:Togethercomputer Together python Chat Completion
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
Principles
- Principle:LLMBook zh LLMBook zh github io BPE Tokenization
- Principle:Huggingface Optimum Framework Detection
- Principle:Iterative Dvc Workspace Checkout
- Principle:Googleapis Python genai Cache Creation
- Principle:Openai Openai python Speech Transcription
- Principle:Isaac sim IsaacGymEnvs Randomization Parameter Definition
- Principle:Ray project Ray Actor Method Invocation
- Principle:Huggingface Optimum Transformation Validation
- Principle:Webdriverio Webdriverio ESLint Rules
- Principle:Confident ai Deepeval Synthetic Data Synthesis
Implementations
- Implementation:Danijar Dreamerv3 Parallel Logger
- Implementation:Pola rs Polars Expr Cast and Transform
- Implementation:Risingwavelabs Risingwave EsSinkFactory
- Implementation:SeleniumHQ Selenium Point
- Implementation:Huggingface Optimum Run And TimeBenchmark
- Implementation:Apache Druid Json Completion Engine
- Implementation:Microsoft Playwright Tracing Start
- Implementation:Treeverse LakeFS Java SDK Model CredentialsList
- Implementation:ArroyoSystems Arroyo Pipeline Row
- Implementation:Apache Spark Release Build Package
Heuristics
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
Environments
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Protectai Llm guard API Server Deployment