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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:Haotian liu LLaVA Web Demo Deployment
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Iterative Dvc Plot Visualization
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Neuml Txtai RAG Pipeline
Principles
- Principle:Confident ai Deepeval LLM Evaluation Metrics
- Principle:Interpretml Interpret Debug And Logging
- Principle:Spotify Luigi Pipeline Parameterization
- Principle:Spotify Luigi MapReduce Processing
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:Iterative Dvc Artifact Resolution
- Principle:Haosulab ManiSkill Lazy Controller Instantiation
- Principle:Webdriverio Webdriverio Plugin Resolution
- Principle:Haotian liu LLaVA GPT Review Aggregation
- Principle:Fede1024 Rust rdkafka Crate Public API Surface
Implementations
- Implementation:Pyro ppl Pyro TransformModule
- Implementation:Triton inference server Server L0 Logging Test
- Implementation:Haosulab ManiSkill PartNetChairMeta
- Implementation:Google deepmind Mujoco mjv makeScene
- Implementation:Gretelai Gretel synthetics TensorFlowConfig
- Implementation:OpenHands OpenHands UserStore Migrate User
- Implementation:NVIDIA TransformerEngine Ops Sequential
- Implementation:Openai Openai python Videos Resource
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense Construct Example
- Implementation:Farama Foundation Gymnasium Tuple Space
Heuristics
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Spotify Luigi Atomic File Writes
Environments
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Apache Spark Release Build Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Sgl project Sglang Prometheus
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster