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1,118
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:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
Principles
- Principle:Microsoft DeepSpeedExamples Baseline PyTorch Training
- Principle:Scikit learn Scikit learn Manifold Learning
- Principle:Scikit learn Scikit learn Linear Regression
- Principle:DataTalksClub Data engineering zoomcamp Environment Setup
- Principle:Truera Trulens Leaderboard Analysis
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
- Principle:Facebookresearch Audiocraft Training Checkpoint Management
- Principle:Liu00222 Open Prompt Injection Attack Success Evaluation
- Principle:Google research Deduplicate text datasets Cross Dataset Duplicate Detection
- Principle:Intel Ipex llm LLM Initialization LangChain
Implementations
- Implementation:Turboderp org Exllamav2 Ext QAttn
- Implementation:Apache Airflow Core Docs Conf
- Implementation:Apache Spark Docker Image Tool
- Implementation:OpenHands OpenHands Button
- Implementation:Triton inference server Server L0 Sequence Stress
- Implementation:ArroyoSystems Arroyo Aggregate Extension
- Implementation:Tensorflow Serving Tfrt Predict Util Test
- Implementation:EvolvingLMMs Lab Lmms eval Gather Object
- Implementation:Facebookresearch Habitat lab Habitat2 Quickstart Tutorial
- Implementation:Puppeteer Puppeteer Install Function
Heuristics
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
Environments
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Sgl project Sglang Prometheus
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Huggingface Diffusers Training Environment