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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:Apache Airflow Provider Distribution Development
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
Principles
- Principle:Fastai Fastbook Feature Engineering
- Principle:Huggingface Alignment handbook QLoRA Quantized Finetuning
- Principle:Huggingface Trl GRPO Model Loading
- Principle:Helicone Helicone Client Request Interception
- Principle:Microsoft Agent framework YAML Agent Schema
- Principle:Neuml Txtai Model Integration
- Principle:Vespa engine Vespa Container Image Building
- Principle:Spotify Luigi Web Visualiser Monitoring
- Principle:Nautechsystems Nautilus trader Client Factory Registration
- Principle:FlagOpen FlagEmbedding LLM Reranker Training
Implementations
- Implementation:Lm sys FastChat Filter Bad Conv Chat1M
- Implementation:MarketSquare Robotframework browser WebApp State Keywords
- Implementation:Speechbrain Speechbrain Prepare CommonVoice Seq2Seq
- Implementation:Explodinggradients Ragas BaseRagasEmbedding Class
- Implementation:Recommenders team Recommenders Benchmark Metric Functions
- Implementation:ArroyoSystems Arroyo Watermark Generator
- Implementation:Apache Beam PortablePipelineJarCreator
- Implementation:NVIDIA TransformerEngine Ops UB Backward Linear
- Implementation:Anthropics Anthropic sdk python Completions Resource
- Implementation:Tensorflow Serving Gzip Zlib
Heuristics
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
Environments
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Cypress io Cypress Linux Display Server
- Environment:Arize ai Phoenix Python Runtime
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Sgl project Sglang Prometheus