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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:Mlc ai Mlc llm Mobile Deployment
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Openai Openai node Streaming To Client
Principles
- Principle:ARISE Initiative Robosuite Joint Velocity Control
- Principle:Huggingface Datasets Dataset Integrity Verification
- Principle:OpenRLHF OpenRLHF KTO Training
- Principle:Ollama Ollama GGUF Model Conversion DeepSeek2
- Principle:Deepspeedai DeepSpeed Inference Execution
- Principle:SeldonIO Seldon core V2 Inference Protocol
- Principle:Microsoft LoRA HF Trainer LoRA Training
- Principle:Bitsandbytes foundation Bitsandbytes Columnwise INT8 Quantization
- Principle:Scikit learn Scikit learn Baseline Models
- Principle:Ggml org Llama cpp Android Integration
Implementations
- Implementation:Ggml org Llama cpp Llama Init From Model
- Implementation:Huggingface Trl PPOTrainer Save Generate
- Implementation:Openai Openai python Response Reasoning Summary Text Done
- Implementation:Triton inference server Server L0 Cuda Graph Test
- Implementation:CrewAIInc CrewAI Enterprise API Spec Base
- Implementation:Nightwatchjs Nightwatch Browser Commands API
- Implementation:Ollama Ollama ParseTensors
- Implementation:EvolvingLMMs Lab Lmms eval TUI Discovery
- Implementation:CARLA simulator Carla WeatherParameters
- Implementation:Protectai Modelscan Settings Configuration
Heuristics
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
Environments
- Environment:Apache Kafka Docker Build Environment
- Environment:Sgl project Sglang CPU
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment