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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:Rapidsai Cuml Dimensionality Reduction
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
Principles
- Principle:Deepspeedai DeepSpeed Evoformer Attention Kernels
- Principle:AUTOMATIC1111 Stable diffusion webui Resource Monitoring
- Principle:DistrictDataLabs Yellowbrick Intercluster Distance Mapping
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:FMInference FlexLLMGen CuBLAS Inference Wrappers
- Principle:Infiniflow Ragflow Search Query Execution
- Principle:Apache Kafka Coordinator Read Operations
- Principle:Huggingface Datasets Streaming Shuffle
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Cypress io Cypress Test Result Reporting
Implementations
- Implementation:DataExpert io Data engineer handbook Chispa Assert df equality
- Implementation:TobikoData Sqlmesh EdgeWithGradient
- Implementation:Mlfoundations Open flamingo All gather json dump
- Implementation:Guardrails ai Guardrails Guard Load
- Implementation:Bentoml BentoML Framework PyTorch Lightning
- Implementation:Duckdb Duckdb Mbedtls Cipher
- Implementation:Hiyouga LLaMA Factory V1 Launcher
- Implementation:Farama Foundation Gymnasium Save Video
- Implementation:InternLM Lmdeploy Gemm Transform
- Implementation:Unstructured IO Unstructured BaseEmbeddingEncoder
Heuristics
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
Environments
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Ray project Ray Java Build Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Openai Openai python Realtime WebSocket
- Environment:Microsoft LoRA NLU Conda Environment