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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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|---|---|---|
| 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:Lucidrains X transformers DPO Preference Alignment
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Getgauge Taiko Headless Browser Testing
Principles
- Principle:Huggingface Datatrove Document Level Statistics
- Principle:DevExpress Testcafe Selector Filtering And Traversal
- Principle:Run llama Llama index Training Data Collection
- Principle:Googleapis Python genai Batch Processing
- Principle:CARLA simulator Carla Sensor Blueprint Configuration
- Principle:Scikit learn contrib Imbalanced learn Sampler Compatibility Checking
- Principle:Nautechsystems Nautilus trader Cargo Manifest Conventions
- Principle:Kserve Kserve LLMIsvc Installation
- Principle:Pyro ppl Pyro Heavy Tailed Distributions
- Principle:ClickHouse ClickHouse Submodule Initialization
Implementations
- Implementation:NVIDIA TransformerEngine Ops Sequential
- Implementation:Google deepmind Mujoco MJX Math
- Implementation:Kornia Kornia ONNXLoader Load Model
- Implementation:Apache Airflow MetricsRegistry
- Implementation:CrewAIInc CrewAI Parallel Search Tool
- Implementation:Tencent Ncnn SimpleSTL
- Implementation:Ggml org Ggml Python utils
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Parse Sections
- Implementation:Isaac sim IsaacGymEnvs Launch Rlg Hydra
- Implementation:Apache Paimon Ray Dataset To Pandas
Heuristics
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
Environments
- Environment:Vllm project Vllm Intel XPU
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Sgl project Sglang CPU Runtime
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Trailofbits Fickling PyTorch
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Intel Ipex llm RAG LangChain Environment