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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:SeldonIO Seldon core AB Testing Experiment
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:CrewAIInc CrewAI Crew Training And Testing
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Avhz RustQuant Analytic Option Pricing
Principles
- Principle:OpenBMB UltraFeedback Result Collection
- Principle:Cleanlab Cleanlab Token Label Quality Scoring
- Principle:Kubeflow Pipelines Pipeline Composition
- Principle:SeldonIO Seldon core Production Traffic Monitoring
- Principle:Ggml org Llama cpp Debugging
- Principle:Datajuicer Data juicer Ray Cluster Initialization
- Principle:Cypress io Cypress Cloud Telemetry Recording
- Principle:Neuml Txtai ONNX Export
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:AnswerDotAI RAGatouille Index Loading
Implementations
- Implementation:Lucidrains X transformers TransformerWrapper Decoder Init
- Implementation:Online ml River FeatureSelection VarianceThreshold
- Implementation:Google deepmind Mujoco User Flexcomp
- Implementation:Kserve Kserve LocalModelNode CRD
- Implementation:Ollama Ollama Imagegen Engine Generate
- Implementation:MarketSquare Robotframework browser Rfbrowser Install
- Implementation:Infiniflow Ragflow Float Utils
- Implementation:Online ml River Drift ADWIN
- Implementation:Kserve Kserve DeepSeek R1 PD DeepEP HT Sample
- Implementation:Vllm project Vllm Mergify Config
Heuristics
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
Environments
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Tensorflow Serving Build Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Vllm project Vllm AWS ECR