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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:Predibase Lorax Single LoRA Inference
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Script Lifecycle
- Principle:Ollama Ollama GGUF Model Conversion Bert
- Principle:SeleniumHQ Selenium WebDriver Session For CDP
- Principle:Apache Airflow Task Instance State
- Principle:Openai Evals Eval Set Resolution
- Principle:Openai Openai agents python Documentation Build Pipeline
- Principle:Ggml org Llama cpp CLI Configuration
- Principle:Sdv dev SDV Single Table Quality Evaluation
- Principle:FlowiseAI Flowise Docker Deployment
- Principle:Ggml org Llama cpp Android Integration
Implementations
- Implementation:Langchain ai Langchain Check Diff CI Detection
- Implementation:CARLA simulator Carla VehiclePhysicsControl
- Implementation:Huggingface Datasets DeleteFromHubCommand
- Implementation:Mlc ai Web llm Chrome Tabs Connect
- Implementation:Infiniflow Ragflow DatasetTagTable Component
- Implementation:Apache Flink WritableTypeInfo
- Implementation:Datajuicer Data juicer Execute HPO 3Sigma
- Implementation:Helicone Helicone GetMappedContent
- Implementation:Dotnet Machinelearning CpuMathNative Sse
- Implementation:Ggml org Llama cpp TTS
Heuristics
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
Environments
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Openai Whisper Numba
- Environment:Getgauge Taiko Chromium Browser
- Environment:BerriAI Litellm Docker Deployment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Huggingface Datasets Search Dependencies