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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:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
Principles
- Principle:Mit han lab Llm awq Weight Clipping Optimization
- Principle:Langgenius Dify Indexing Progress Monitoring
- Principle:Ucbepic Docetl Operation Definition
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Training Orchestration
- Principle:Apache Spark Release Environment Isolation
- Principle:DataTalksClub Data engineering zoomcamp Dlt Resource Definition
- Principle:Alibaba ROLL Hardware Platform Abstraction
- Principle:Avhz RustQuant Geometric Brownian Motion
- Principle:Microsoft Playwright Analyze Test Execution
- Principle:Tencent Ncnn Neural Speech Synthesis
Implementations
- Implementation:Microsoft Onnxruntime TrainingRunner Initialize
- Implementation:Google deepmind Mujoco MjModel from xml path
- Implementation:Hpcaitech ColossalAI GaoKaoBenchDataset
- Implementation:Microsoft Playwright NetworkUtils
- Implementation:Langgenius Dify Service Access Control
- Implementation:Bentoml BentoML Models List Get
- Implementation:Ollama Ollama Llama Server
- Implementation:Apache Kafka KafkaAdminClient CreateTopics
- Implementation:Microsoft Semantic kernel InProcessRuntime
- Implementation:Spotify Luigi DataprocTask
Heuristics
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
Environments
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Triton inference server Server TRT LLM Deployment