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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:Teamcapybara Capybara Form Testing
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Apache Airflow Provider Distribution Development
Principles
- Principle:LaurentMazare Tch rs Convolutional Layer
- Principle:Facebookresearch Audiocraft Encoder Decoder Architecture
- Principle:Huggingface Datatrove MinHash Bucket Matching
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:OpenRLHF OpenRLHF Reward Shaping
- Principle:Astronomer Astronomer cosmos Project Path Configuration
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:Helicone Helicone ClickHouse Cost SQL Generation
- Principle:Huggingface Datatrove Media Filtering Framework
- Principle:NVIDIA DALI Spatial Augmentation Detection
Implementations
- Implementation:ArroyoSystems Arroyo Pipeline Graph
- Implementation:Mlc ai Mlc llm Request State Impl
- Implementation:Interpretml Interpret Powerlift LocalMachine
- Implementation:Microsoft LoRA Legacy Finetune Trainer Seq2Seq
- Implementation:Pyro ppl Pyro Importance
- Implementation:Vllm project Vllm CPU Attn NEON BFMMLA
- Implementation:Datahub project Datahub SparkConfigParser Configuration
- Implementation:Elevenlabs Elevenlabs python VoiceSample
- Implementation:Arize ai Phoenix LiteLLM Adapter
- Implementation:Tensorflow Tfjs Core Layers Test
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Deepset ai Haystack BM25 Score Scaling
Environments
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Apache Flink Java Build Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Lucidrains X transformers Python Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment