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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:Shiyu coder Kronos Qlib Finetuning
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Openai Openai node Audio Processing
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Triton inference server Server Quickstart Model Deployment
Principles
- Principle:Ollama Ollama Model Loading
- Principle:Obss Sahi Logging
- Principle:Openai Evals Solver Implementation
- Principle:Infiniflow Ragflow Task Queue Consumption
- Principle:Axolotl ai cloud Axolotl SFT Training Execution
- Principle:DistrictDataLabs Yellowbrick Recursive Feature Elimination
- Principle:Alibaba ROLL DPO Validation
- Principle:BerriAI Litellm Message Redaction
- Principle:BerriAI Litellm Response Normalization
- Principle:AUTOMATIC1111 Stable diffusion webui SD3 Diffusion Pipeline
Implementations
- Implementation:Tencent Ncnn Mat Pixel Android
- Implementation:Ucbepic Docetl MapOptimizer PlanGenerators
- Implementation:Eventual Inc Daft DataFrame Collect
- Implementation:Isaac sim IsaacGymEnvs ADRVecTask Adr Update
- Implementation:Alibaba ROLL I18n En Code
- Implementation:Mage ai Mage ai Twitter Ads Tweets Schema
- Implementation:Haosulab ManiSkill PassiveController
- Implementation:PrefectHQ Prefect Client Pyproject Configuration
- Implementation:Alibaba MNN Protobuf Parse Context H
- Implementation:DevExpress Testcafe Screenshots And VideoRecorder
Heuristics
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
Environments
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Openai Openai node WebSocket Dependency
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Vllm project Vllm Intel XPU
- Environment:Huggingface Trl vLLM Generation Environment