Main Page
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Total Pages
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:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Apache Airflow Core Release Process
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Danijar Dreamerv3 Evaluation Only
Principles
- Principle:Webdriverio Webdriverio Selector Optimization
- Principle:Heibaiying BigData Notes MapReduce Job Assembly
- Principle:Apache Shardingsphere SPI Builder Loading
- Principle:MarketSquare Robotframework browser Async Keyword Execution
- Principle:Testtimescaling Testtimescaling github io Scheduled CI Trigger
- Principle:Anthropics Anthropic sdk python API Request Execution
- Principle:Deepset ai Haystack In Memory Document Storage
- Principle:VainF Torch Pruning Structural Pruning
- Principle:PrefectHQ Prefect Frontend Application Configuration
- Principle:Kserve Kserve Model Explainability
Implementations
- Implementation:Apache Flink HybridSource CreateEnumerator
- Implementation:Ray project Ray DeploymentHandle Remote
- Implementation:Ollama Ollama Llama Memory Interface
- Implementation:SeleniumHQ Selenium VirtualAuthenticatorOptions
- Implementation:FlagOpen FlagEmbedding BGE VL Eval FashionIQ
- Implementation:MaterializeInc Materialize CLI Workload Anonymize
- Implementation:SeleniumHQ Selenium Closure UI Menu
- Implementation:Online ml River Metrics CohenKappa
- Implementation:Apache Kafka Cherry Pick
- Implementation:Online ml River Imblearn ChebyshevSampler
Heuristics
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Openai Openai node RunTools Loop Limit
Environments
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Apache Airflow Development Contributor Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Sgl project Sglang Multimodal