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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:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
Principles
- Principle:Astronomer Astronomer cosmos Watcher Producer Consumer Execution
- Principle:Deepset ai Haystack Structured Logging
- Principle:Alibaba ROLL Distributed Worker Cluster Management
- Principle:Pola rs Polars Streaming Query Building
- Principle:LaurentMazare Tch rs Layer Normalization
- Principle:SeleniumHQ Selenium WebDriver Session Creation
- Principle:Duckdb Duckdb Zstandard Compression
- Principle:Sdv dev SDV Logging Configuration Management
- Principle:Volcengine Verl Reward Model Scoring
- Principle:Isaac sim IsaacGymEnvs Factory Scene Initialization
Implementations
- Implementation:Lm sys FastChat Split Long Conversation
- Implementation:OpenRLHF OpenRLHF RewardDataset init
- Implementation:Facebookresearch Audiocraft RelativeVolumeMel
- Implementation:Scikit learn Scikit learn BayesianRidge
- Implementation:Kubeflow Pipelines MLMD Service Protobuf
- Implementation:InternLM Lmdeploy DeviceComm
- Implementation:Datajuicer Data juicer VideoAestheticsFilter
- Implementation:FlagOpen FlagEmbedding FlagDRESModel
- Implementation:Openai Openai node ZodResponseFormat
- Implementation:Explodinggradients Ragas LlamaIndex Integration
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
Environments
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Cypress io Cypress Browser Requirements
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Haifengl Smile Java 25 Runtime
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Haifengl Smile Quarkus Serve Environment