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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:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Groq Groq python Chat Completion
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
Principles
- Principle:SeldonIO Seldon core Usage Metrics Publishing
- Principle:Hiyouga LLaMA Factory Gradient Checkpointing Theory
- Principle:CrewAIInc CrewAI Direct Knowledge Querying
- Principle:Haosulab ManiSkill Scene Construction
- Principle:Haotian liu LLaVA Environment Setup
- Principle:Google deepmind Dm control MJCF Structure Building
- Principle:Langfuse Langfuse Export Job Creation
- Principle:Eventual Inc Daft Descriptive Statistics
- Principle:Apache Druid Timestamp Configuration
- Principle:Togethercomputer Together python Chat Completion Response
Implementations
- Implementation:Ray project Ray Serve Start
- Implementation:CARLA simulator Carla Signal
- Implementation:CARLA simulator Carla AckermannControllerSettings
- Implementation:Huggingface Alignment handbook Get Model
- Implementation:Alibaba MNN PyMNN Build Setup
- Implementation:OpenHands OpenHands TelemetryIdentity
- Implementation:Open compass VLMEvalKit Supported Video Datasets
- Implementation:Open compass VLMEvalKit Monkey
- Implementation:OpenHands OpenHands UseArray
- Implementation:SeldonIO Seldon core Hodometer Publish
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
Environments
- Environment:Sail sg LongSpec Inference Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Apache Airflow Docker Container Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Predibase Lorax Docker Container Runtime