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Workflows
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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:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
Principles
- Principle:Deepset ai Haystack Answer Construction
- Principle:Eventual Inc Daft Resource Configuration
- Principle:Apache Flink Hybrid Source Processing
- Principle:Pyro ppl Pyro Neural Transport
- Principle:Huggingface Alignment handbook LLM Evaluation Benchmarks
- Principle:Nightwatchjs Nightwatch Browser Command Execution
- Principle:Langgenius Dify Component Architecture
- Principle:Kserve Kserve CRD Schema Validation
- Principle:Apache Spark Release Artifact Publishing
- Principle:Google deepmind Dm control MJCF Physics Compilation
Implementations
- Implementation:Risingwavelabs Risingwave BatchAppendOnlyJDBCSink
- Implementation:Neuml Txtai RetrieveTask
- Implementation:Tensorflow Tfjs CPU Einsum Kernel
- Implementation:Apache Druid ExpressionMeta
- Implementation:Webdriverio Webdriverio XPath Converter
- Implementation:Recommenders team Recommenders A2SVD Model
- Implementation:Webdriverio Webdriverio BrowserStack Reporter
- Implementation:Haosulab ManiSkill PDJointVelController
- Implementation:Intel Ipex llm Transformers Trainer LoRA
- Implementation:HKUDS AI Trader Main Parallel
Heuristics
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
Environments
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Haotian liu LLaVA Python CUDA Training Environment