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1,118
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:Tensorflow Tfjs Sequential Model Training
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Apache Airflow Core Release Process
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Protectai Modelscan Programmatic Model Scanning
Principles
- Principle:Apache Airflow Secret Redaction
- Principle:Ollama Ollama GGUF Model Conversion Olmo
- Principle:Arize ai Phoenix Prompt Creation
- Principle:Recommenders team Recommenders Neural Collaborative Filtering
- Principle:Apache Hudi Compaction Commit
- Principle:Gretelai Gretel synthetics Batch Data Export
- Principle:Axolotl ai cloud Axolotl Tokenizer Configuration
- Principle:Fede1024 Rust rdkafka Client Statistics Monitoring
- Principle:Haotian liu LLaVA LoRA Training
- Principle:PeterL1n BackgroundMattingV2 ONNX export
Implementations
- Implementation:Scikit learn Scikit learn BernoulliRBM
- Implementation:AUTOMATIC1111 Stable diffusion webui Merged model save and register
- Implementation:Google deepmind Mujoco mjx step
- Implementation:Iterative Dvc Experiments New
- Implementation:Hiyouga LLaMA Factory NPU SwiGLU
- Implementation:Datajuicer Data juicer WordsNumFilter
- Implementation:Scikit learn Scikit learn LinearClassifierMixin Predict
- Implementation:Danijar Dreamerv3 RandomAgent
- Implementation:Ggml org Llama cpp Jinja Utils
- Implementation:Ggml org Ggml Gguf init empty
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Sdv dev SDV CTGAN Column Performance
Environments
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Sgl project Sglang CUDA SM100
- Environment:Iterative Dvc Python Runtime
- Environment:Apache Druid Web Console Development
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment