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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:Snorkel team Snorkel Data Augmentation
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Princeton nlp Tree of thought llm Adding new task
Principles
- Principle:Webdriverio Webdriverio ErrorHandling
- Principle:Tencent Ncnn Crowd Counting
- Principle:Alibaba ROLL Preference Dataset Preparation
- Principle:Wandb Weave Pre release Validation
- Principle:Google deepmind Mujoco Linear Algebra
- Principle:CrewAIInc CrewAI State Model Design
- Principle:Microsoft Playwright Element Location and Interaction
- Principle:Tensorflow Serving Model Training
- Principle:Langchain ai Langgraph State Schema Definition
- Principle:Microsoft Autogen Swarm Execution
Implementations
- Implementation:FlowiseAI Flowise Palette
- Implementation:CrewAIInc CrewAI Scrape Website Tool
- Implementation:Openai Openai python Multipart File Handling
- Implementation:Microsoft Playwright NetworkDispatchers
- Implementation:Speechbrain Speechbrain Prepare Switchboard Tokenizer
- Implementation:Hiyouga LLaMA Factory API Chat
- Implementation:Unslothai Unsloth PatchFastRL GRPOTrainer
- Implementation:Pyro ppl Pyro Predictive SVI
- Implementation:Avhz RustQuant StochasticProcess generate
- Implementation:Snorkel team Snorkel Generate Simple Label Matrix
Heuristics
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
Environments
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Vllm project Vllm ROCm
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Truera Trulens Python Core Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment