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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:Cypress io Cypress E2E Test Execution
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Langgenius Dify Docker Deployment
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Apache Kafka Broker Startup
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Apache Kafka Docker Image Release
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
Principles
- Principle:Langgenius Dify Internationalization Configuration
- Principle:PacktPublishing LLM Engineers Handbook Content Crawling
- Principle:InternLM Lmdeploy Load Balancing Proxy
- Principle:Rapidsai Cuml Incremental Learning
- Principle:Neuml Txtai YAML Application Configuration
- Principle:Kserve Kserve Canary Validation
- Principle:Rapidsai Cuml Cluster Label Assignment
- Principle:Openai Openai agents python Streamed Run Invocation
- Principle:Apache Spark K8s Application Submission
- Principle:Avhz RustQuant Analytic Option Pricing Engine
Implementations
- Implementation:Datahub project Datahub TagVisitor
- Implementation:DistrictDataLabs Yellowbrick DiscriminationThreshold Visualizer
- Implementation:InternLM Lmdeploy Gemm MainloopSm70
- Implementation:Openai Evals TogetherSolver
- Implementation:Kornia Kornia Dice Loss
- Implementation:Ollama Ollama Mtmd MiniCPMV
- Implementation:Microsoft Playwright Test Function
- Implementation:Datahub project Datahub ProtobufExtensionUtil
- Implementation:Apache Airflow BaseSecretsBackend
- Implementation:Openai Openai python Batch Usage Model
Heuristics
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Microsoft Agent framework Silent Workflow Failures
Environments
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Helicone Helicone Wrangler CLI
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Vllm project Vllm Python
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Openai CLIP Python Dependencies