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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:Onnx Onnx Version Conversion
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Langchain ai Langchain Release Process
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
Principles
- Principle:Anthropics Anthropic sdk python API Resource Pattern
- Principle:Langchain ai Langgraph Agent Execution
- Principle:Microsoft Agent framework Sample Validation
- Principle:Microsoft BIPIA Results Analysis
- Principle:Huggingface Optimum Framework Detection
- Principle:Huggingface Datasets NumPy Formatting
- Principle:Sktime Pytorch forecasting NHiTS Architecture
- Principle:Datajuicer Data juicer Operator Package Registration
- Principle:Webdriverio Webdriverio Test Result Reporting
- Principle:Protectai Llm guard Output Scanning
Implementations
- Implementation:SqueezeAILab ETS Grade Answer
- Implementation:Microsoft Onnxruntime Module TrainStep
- Implementation:Tensorflow Serving Docker Build Serving Image
- Implementation:Huggingface Datasets CsvDatasetReader
- Implementation:Alibaba MNN Protobuf Wire Format H
- Implementation:Google deepmind Mujoco WASM Bindings Template
- Implementation:Apache Kafka Broker Log4j2 Configuration
- Implementation:Microsoft Autogen Studio Web Dependencies
- Implementation:Vllm project Vllm CPU Fused MoE
- Implementation:Kserve Kserve Tag Based Routing Validation
Heuristics
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Apache Airflow Task Dependency Isolation
Environments
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Microsoft Autogen Studio Server Environment