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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:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Wandb Weave Prompt Management
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Neuml Txtai API Deployment
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
Principles
- Principle:Gretelai Gretel synthetics Batch Model Training
- Principle:CARLA simulator Carla Build Prerequisites
- Principle:Apache Paimon Ingestion Verification
- Principle:Neuml Txtai Task Wrapping
- Principle:Huggingface Datatrove HuggingFace Hub Writing
- Principle:Microsoft Semantic kernel Prompt With Function Calling
- Principle:MarketSquare Robotframework browser Response Formatting and Validation
- Principle:DataTalksClub Data engineering zoomcamp Stream Output Sink
- Principle:Google deepmind Dm control Robot Configuration
- Principle:Openai Openai agents python Handoff Configuration
Implementations
- Implementation:Langchain ai Langgraph SqliteStore
- Implementation:Microsoft Onnxruntime OrtSession SessionOptions JNI
- Implementation:Eventual Inc Daft Read Parquet
- Implementation:Kornia Kornia Cauchy Loss
- Implementation:Apache Spark Merge Spark PR
- Implementation:Evidentlyai Evidently Legacy Recsys Preset
- Implementation:NVIDIA TransformerEngine Ops UB Backward Linear
- Implementation:Huggingface Datatrove URLFilter
- Implementation:Alibaba MNN FlatBuffers Base Header
- Implementation:Langgenius Dify Marketplace Contracts
Heuristics
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
Environments
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core